%%%%%%%%%%%%%%%%%%%%%%%%%%%% UNPUBLISHED %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @unpublished{ABHKKM19, title = {Kantorovich Continuity of Probabilistic Programs}, author = {Aguirre, Alejandro and Barthe, Gilles and Hsu, Justin and Kaminski, Benjamin Lucien and Katoen, Joost-Pieter and Matheja, Christoph}, year = 2019, url = {https://arxiv.org/abs/1901.06540}, eprint = {1901.06540}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, jh = yes, } @unpublished{BHYYZ19, title = {Coupling Techniques for Reasoning about Quantum Programs}, author = {Barthe, Gilles and Hsu, Justin and Ying, Mingsheng and Yu, Nengkun and Zhou, Li}, year = 2019, url = {https://arxiv.org/abs/1901.05184}, eprint = {1901.05184}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, jh = yes, } %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% THESIS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @phdthesis{JHThesis, title = {Probabilistic Couplings for Probabilistic Reasoning}, author = {Justin Hsu}, school = {University of Pennsylvania}, year = {2017}, url = {https://arxiv.org/abs/1710.09951}, jh = yes, eprint = {1710.09951}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, jhnote = "Selected for the ACM SIGPLAN John C. Reynolds Doctoral Dissertation Award" } %%%%%%%%%%%%%%%%%%%%%%%%%%%%%% JOURNALS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @article{GGHRW14, author = {Gaboardi, Marco and Gallego Arias, Emilio Jes{\'u}s and Hsu, Justin and Roth, Aaron and Wu, Zhiwei Steven}, title = {Dual Query: Practical Private Query Release for High Dimensional Data}, journal = jpc, year = {2017}, month = {}, volume = {7}, number = {2}, pages = {53--77}, url = {https://arxiv.org/abs/1402.1526}, eprint = {1402.1526}, archivePrefix = {arXiv}, primaryClass = {cs.DS}, publisher = bepress, jh = yes, reviewed = yes, poster = {https://justinh.su/files/posters/dualquery.pdf}, jhnote = "Previously published in " # icml14 # ", 2014." } @article{HHRRW14, author = {Hsu, Justin and Huang, Zhiyi and Roth, Aaron and Roughgarden, Tim and Wu, Zhiwei Steven}, title = {Private Matchings and Allocations}, journal = siamjc, year = {2016}, month = {}, volume = {45}, number = {6}, pages = {1953--1984}, doi = {10.1137/15100271X}, url = {https://arxiv.org/abs/1311.2828}, eprint = {1311.2828}, archivePrefix = {arXiv}, primaryClass = {cs.GT}, jh = yes, reviewed = yes, poster = {https://justinh.su/files/posters/matchings.pdf}, jhnote = "Previously published in " # stoc14 # ", 2014." } %%%%%%%%%%%%%%%%%%%%%%%%%%%% CONFERENCES %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @inproceedings{ACGHK19, title = {Probabilistic Relational Reasoning via Metrics}, author = {Azevedo de Amorim, Arthur and Gaboardi, Marco and Hsu, Justin and Katsumata, {Shin-ya}}, booktitle = lics19, year = 2019, url = {https://arxiv.org/abs/1807.05091}, eprint = {1807.05091}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, jh = yes, note = "To appear." } @inproceedings{SBGHK17, title = {Approximate Span Liftings: Compositional Semantics for Relaxations of Differential Privacy}, author = {Sato, Tetsuya and Barthe, Gilles and Gaboradi, Marco and Hsu, Justin and Katsumata, {Shin-ya}}, booktitle = lics19, year = 2019, url = {https://arxiv.org/abs/1710.09010}, eprint = {1710.09010}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, jh = yes, note = "To appear." } @inproceedings{SKFHKKS18, title = {Scalable Verification of Probabilistic Network Programs}, author = {Smolka, Steffen and Kumar, Praveen and Foster, Nate and Hsu, Justin and Kozen, Dexter and Silva, Alexandra}, booktitle = pldi19, year = {2019}, jh = yes, reviewed = yes, url = {https://arxiv.org/abs/1707.02772}, eprint = {1707.02772}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, } @inproceedings{ZGBH19, title = {Fake News Detection via NLP is Vulnerable to Adversarial Attacks}, author = {Zhou, Zhixuan and Guan, Huankang and Bhat, Meghana Moorthy and Hsu, Justin}, year = 2019, booktitle = icaart19, url = {https://arxiv.org/abs/1901.09657}, eprint = {1901.09657}, archivePrefix = {arXiv}, primaryClass = {cs.SI}, } @article{SHA18, title = {Trace Abstraction modulo Probability}, author = {Smith, Calvin and Hsu, Justin and Albarghouthi, Aws}, year = {2019}, month = jan, jh = yes, journal = pacmpl, volume = {3}, number = {POPL}, jhnote = "Appeared at " # popl19 # ".", eprint = {1810.12396}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, url = {https://arxiv.org/abs/1810.12396}, reviewed = yes, } @article{SABGGH18, title = {Formal Verification of Higher-Order Probabilistic Programs}, author = {Sato, Tetsuya and Aguirre, Alejandro and Barthe, Gilles and Gaboardi, Marco and Garg, Deepak and Hsu, Justin}, year = {2019}, month = jan, jh = yes, journal = pacmpl, volume = {3}, number = {POPL}, jhnote = "Appeared at " # popl19 # ".", reviewed = yes, url = {https://arxiv.org/abs/1807.06091}, eprint = {1807.06091}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, } @inproceedings{vHHOS18, title = {Convex Language Semantics for Nondeterministic Probabilistic Automata}, author = {van Heerdt, Gerco and Hsu, Justin and Ouaknine, Jo\"el and Silva, Alexandra}, year = {2018}, jh = yes, reviewed = yes, booktitle = ictac18, url = {https://arxiv.org/abs/1805.11550}, eprint = {1805.11550}, archivePrefix = {arXiv}, primaryClass = {cs.FL}, } @inproceedings{AH18, title = {Constraint-Based Synthesis of Coupling Proofs}, author = {Albarghouthi, Aws and Hsu, Justin}, year = {2018}, jh = yes, reviewed = yes, booktitle = cav18, url = {https://arxiv.org/abs/1804.04052}, eprint = {1804.04052}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, acceptance = {65/215=0.30}, } @inproceedings{ABHS18, title = {Almost Sure Productivity}, author = {Aguirre, Alejandro and Barthe, Gilles and Hsu, Justin and Silva, Alexandra}, year = {2018}, booktitle = icalp18, jh = yes, reviewed = yes, url = {https://arxiv.org/abs/1802.06283}, eprint = {1802.06283}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, acceptance = {147/502=0.29}, } @inproceedings{BEGGHS16, title = {An Assertion-Based Program Logic for Probabilistic Programs}, author = {Barthe, Gilles and Espitau, Thomas and Gaboardi, Marco and Gr{\'e}goire, Benjamin and Hsu, Justin and Strub, {Pierre}-{Yves}}, year = {2018}, jh = yes, reviewed = yes, booktitle = esop18, url = {https://arxiv.org/abs/1803.05535}, eprint = {1803.05535}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, slides = {https://justinh.su/files/slides/ellora.pdf}, acceptance = {144/479=0.30}, } @article{AH17, title = {Synthesizing Coupling Proofs of Differential Privacy}, author = {Albarghouthi, Aws and Hsu, Justin}, year = {2018}, month = jan, jh = yes, journal = pacmpl, volume = {2}, number = {POPL}, articleno = {58}, url = {https://arxiv.org/abs/1709.05361}, jhnote = "Appeared at " # popl18 # ".", reviewed = yes, doi = {10.1145/3158146}, eprint = {1709.05361}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, } @article{BEGHS16, title = {Proving Expected Sensitivity of Probabilistic Programs}, author = {Barthe, Gilles and Espitau, Thomas and Gr{\'e}goire, Benjamin and Hsu, Justin and Strub, {Pierre}-{Yves}}, year = {2018}, month = jan, jh = yes, journal = pacmpl, volume = {2}, number = {POPL}, articleno = {57}, doi = {10.1145/3158145}, url = {https://arxiv.org/abs/1708.02537}, jhnote = "Appeared at " # popl18 # ".", reviewed = yes, slides = {https://justinh.su/files/slides/eprhl.pdf}, eprint = {1708.02537}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, } @inproceedings{BEHSS17, title = {$\star$-Liftings for Differential Privacy}, author = {Barthe, Gilles and Espitau, Thomas and Hsu, Justin and Sato, Tetsuya and Strub, {Pierre}-{Yves}}, booktitle = icalp17, year = 2017, pages ={102:1--102:12}, series = lipics, volume = 80, publisher = dagstuhl, url = {https://arxiv.org/abs/1705.00133}, eprint = {1705.00133}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, doi = {10.4230/LIPIcs.ICALP.2017.102}, slides = {https://justinh.su/files/slides/star-lifting.pdf}, jh = yes, plclub = yes, reviewed = yes, acceptance = {137/459=0.29}, } @inproceedings{BEGHS17, title = {Proving Uniformity and Independence by Self-Composition and Coupling}, author = {Barthe, Gilles and Espitau, Thomas and Gr{\'e}goire, Benjamin and Hsu, Justin and Strub, {Pierre}-{Yves}}, booktitle = lpar17, pages = {385--403}, series = epic, volume = 46, year = 2017, url = {https://arxiv.org/abs/1701.06477}, eprint = {1701.06477}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, slides = {https://justinh.su/files/slides/unifindep-couple.pdf}, jh = yes, plclub = yes, reviewed = yes, acceptance = {30/54=0.55}, } @inproceedings{BGHS16, title = {Coupling Proofs Are Probabilistic Product Programs}, author = {Barthe, Gilles and Gr{\'e}goire, Benjamin and Hsu, Justin and Strub, {Pierre}-{Yves}}, booktitle = popl17, pages = {161--174}, year = 2017, url = {https://arxiv.org/abs/1607.03455}, eprint = {1607.03455}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, doi = {10.1145/3009837.3009896}, slides = {https://justinh.su/files/slides/products.pdf}, jh = yes, plclub = yes, reviewed = yes, acceptance = {64/282=0.22}, } @inproceedings{ACGHK16, title = {A Semantic Account of Metric Preservation}, author = {Azevedo de Amorim, Arthur and Gaboardi, Marco and Hsu, Justin and Katsumata, {Shin-ya} and Cherigui, Ikram}, booktitle = popl17, year = 2017, pages = {545--556}, url = {https://arxiv.org/abs/1702.00374}, eprint = {1702.00374}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, doi = {10.1145/3009837.3009890}, jh = yes, plclub = yes, reviewed = yes, acceptance = {64/282=0.22}, } @inproceedings{HKM-verif16, title = {Computer-Aided Verification in Mechanism Design}, author = {Barthe, Gilles and Gaboardi, Marco and Gallego Arias, Emilio Jes{\'u}s and Hsu, Justin and Roth, Aaron and Strub, Pierre-Yves}, booktitle = wine16, year = 2016, pages = {273--293}, series = lncs, volume = 10123, publisher = springer, url = {https://arxiv.org/abs/1502.04052}, eprint = {1502.04052}, archivePrefix = {arXiv}, primaryClass = {cs.GT}, doi = {10.1007/978-3-662-54110-4_20}, slides = {https://justinh.su/files/slides/bic.pdf}, jh = yes, plclub = yes, reviewed = yes, } @inproceedings{BGGHS16c, title = {Advanced Probabilistic Couplings for Differential Privacy}, author = {Barthe, Gilles and Fong, No{\'e}mie and Gaboardi, Marco and Gr{\'e}goire, Benjamin and Hsu, Justin and Strub, {Pierre}-{Yves}}, booktitle = ccs16, year = 2016, pages = {55--67}, url = {https://arxiv.org/abs/1606.07143}, eprint = {1606.07143}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, doi = {10.1145/2976749.2978391}, jh = yes, plclub = yes, reviewed = yes, slides = {https://justinh.su/files/slides/advanced.pdf}, acceptance = {137/831=0.17}, jhnote = {There is an error in the treatment of advanced composition; please see my thesis for the correction.}, } @inproceedings{privinfer, title = {Differentially Private {Bayesian} Programming}, author = {Barthe, Gilles and Farina, Gian Pietro and Gaboardi, Marco and Gallego Arias, Emilio Jes{\'u}s and Gordon, Andy and Hsu, Justin and Strub, Pierre-Yves}, booktitle = ccs16, year = {2016}, url = {https://arxiv.org/abs/1605.00283}, eprint = {1605.00283}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, doi = {10.1145/2976749.2978371}, jh = yes, plclub = yes, reviewed = yes, acceptance = {137/831=0.17}, } @inproceedings{BEFFH16, title = {Synthesizing Probabilistic Invariants via {Doob}'s Decomposition}, author = {Barthe, Gilles and Espitau, Thomas and Ferrer Fioriti, Luis Mar{\'i}a and Hsu, Justin}, booktitle = cav16, pages = {43--61}, volume = {9779}, series = lncs, year = 2016, publisher = springer, url = {https://arxiv.org/abs/1605.02765}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, eprint = {1605.02765}, doi = {10.1007/978-3-319-41528-4_3}, jh = yes, plclub = yes, reviewed = yes, acceptance = {46/195=0.24}, } @inproceedings{BGGHS16b, title = {A Program Logic for Union Bounds}, author = {Barthe, Gilles and Gaboardi, Marco and Gr{\'e}goire, Benjamin and Hsu, Justin and Strub, {Pierre}-{Yves}}, booktitle = icalp16, pages = {107:1--107:15}, volume = {55}, series = lipics, year = 2016, publisher = dagstuhl, url = {https://arxiv.org/abs/1602.05681}, eprint = {1602.05681}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, doi = {10.4230/LIPIcs.ICALP.2016.107}, jh = yes, plclub = yes, reviewed = yes, acceptance = {146/515=0.28}, } @inproceedings{BGGHS16, title = {Proving Differential Privacy via Probabilistic Couplings}, author = {Barthe, Gilles and Gaboardi, Marco and Gr{\'e}goire, Benjamin and Hsu, Justin and Strub, {Pierre}-{Yves}}, booktitle = lics16, pages = {749--758}, year = 2016, url = {https://arxiv.org/abs/1601.05047}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, eprint = {1601.05047}, doi = {10.1145/2933575.2934554}, jh = yes, plclub = yes, reviewed = yes, slides = {https://justinh.su/files/slides/approx-couplings.pdf}, acceptance = {85/191=0.44} } @inproceedings{HMRRV16, title = {Do Prices Coordinate Markets?}, author = {Hsu, Justin and Morgenstern, Jamie and Rogers, Ryan and Roth, Aaron and Vohra, Rakesh}, booktitle = stoc16, pages = {440--453}, year = 2016, url = {https://arxiv.org/abs/1511.00925}, eprint = {1511.00925}, archivePrefix = {arXiv}, primaryClass = {cs.GT}, doi = {10.1145/2897518.2897559}, jh = yes, reviewed = yes, acceptance = {92/370=0.25}, } @inproceedings{HHRW16, author = {Hsu, Justin and Huang, Zhiyi and Roth, Aaron and Wu, Zhiwei Steven}, title = {Jointly Private Convex Programming}, booktitle = soda16, pages = {580--599}, year = {2016}, url = {https://arxiv.org/abs/1411.0998}, eprint = {1411.0998}, archivePrefix = {arXiv}, primaryClass = {cs.DS}, doi = {10.1137/1.9781611974331.ch43}, jh = yes, reviewed = yes, slides = {https://justinh.su/files/slides/privdude.pdf}, acceptance = {146/527=0.28}, } @inproceedings{BEGHSS15, title = {Relational Reasoning via Probabilistic Coupling}, author = {Barthe, Gilles and Espitau, Thomas and Gr{\'e}goire, Benjamin and Hsu, Justin and Stefanesco, L{\'e}o and Strub, {Pierre}-{Yves}}, booktitle = lpar15, pages = {387--401}, volume = {9450}, series = lncs, year = 2015, publisher = springer, url = {https://arxiv.org/abs/1509.03476}, eprint = {1509.03476}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, doi = {10.1007/978-3-662-48899-7_27}, jh = yes, plclub = yes, reviewed = yes, slides = {https://justinh.su/files/slides/couplings.pdf}, acceptance = {43/92=0.47}, } @inproceedings{AHJ15, title = {Online Assignment with Heterogeneous Tasks in Crowdsourcing Markets}, author = {Assadi, Sepehr and Hsu, Justin and Jabbari, Shahin}, booktitle = hcomp15, pages = {12--21}, year = {2015}, url = {https://arxiv.org/abs/1508.03593}, eprint = {1508.03593}, archivePrefix = {arXiv}, primaryClass = {cs.DS}, jh = yes, reviewed = yes, } @inproceedings{GHaccuracy, author = {Marco Gaboardi and Justin Hsu}, title = {A {Theory AB} Toolbox}, year = {2015}, booktitle = snapl15, pages = {129--139}, volume = {32}, series = lipics, publisher = dagstuhl, url = {https://justinh.su/files/papers/theory-ab.pdf}, doi = {10.4230/LIPIcs.SNAPL.2015.129}, jh = yes, plclub = yes, reviewed = yes, slides = {https://justinh.su/files/slides/theory-ab.pdf}, } @inproceedings{BGGHRS15, title = {Higher-Order Approximate Relational Refinement Types for Mechanism Design and Differential Privacy}, author = {Barthe, Gilles and Gaboardi, Marco and Gallego Arias, Emilio Jes{\'u}s and Hsu, Justin and Roth, Aaron and Strub, Pierre-Yves}, booktitle = popl15, pages = {55--68}, year = {2015}, url = {https://arxiv.org/abs/1407.6845}, eprint = {1407.6845}, archivePrefix = {arXiv}, primaryClass = {cs.PL}, doi = {10.1145/2676726.2677000}, jh = yes, plclub = yes, reviewed = yes, slides = {https://justinh.su/files/slides/hoare2.pdf}, acceptance = {52/227=0.23}, } @inproceedings{AGGH14, author = {Azevedo de Amorim, Arthur and Gaboardi, Marco and Gallego Arias, Emilio Jes{\'u}s and Hsu, Justin}, title = {Really Natural Linear Indexed Type-Checking}, booktitle = {Symposium on Implementation and Application of Functional Programming Languages (IFL), Boston, Massachusetts}, pages = {5:1--5:12}, year = {2014}, publisher = acmpress, url = {https://arxiv.org/abs/1503.04522}, eprint = {1503.04522}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, doi = {10.1145/2746325.2746335}, jh = yes, plclub = yes, reviewed = yes, slides = {https://justinh.su/files/slides/dfuzz-tc.pdf}, } @inproceedings{BGGHKS14, author = {Barthe, Gilles and Gaboardi, Marco and Gallego Arias, Emilio Jes{\'u}s and Hsu, Justin and Kunz, C\'esar and Strub, Pierre-Yves}, title = {Proving Differential Privacy in {Hoare} Logic}, booktitle = csf14, pages = {411--424}, year = {2014}, url = {https://arxiv.org/abs/1407.2988}, eprint = {1407.2988}, archivePrefix = {arXiv}, primaryClass = {cs.LO}, doi = {10.1109/CSF.2014.36}, jh = yes, plclub = yes, reviewed = yes, acceptance = {29/83=0.35}, } @inproceedings{HGH14, author = {Hsu, Justin and Gaboardi, Marco and Haeberlen, Andreas and Khanna, Sanjeev and Narayan, Arjun and Pierce, Benjamin C. and Roth, Aaron}, title = {Differential Privacy: {An} Economic Method for Choosing Epsilon}, booktitle = csf14, pages = {398--410}, year = 2014, url = {https://arxiv.org/abs/1402.3329}, eprint = {1402.3329}, archivePrefix = {arXiv}, primaryClass = {cs.DB}, doi = {10.1109/CSF.2014.35}, jh = yes, plclub = yes, reviewed = yes, slides = {https://justinh.su/files/slides/epsilon.pdf}, acceptance = {29/83=0.35}, } @inproceedings{HRRU14, author = {Hsu, Justin and Roth, Aaron and Roughgarden, Tim and Ullman, Jonathan}, title = {Privately Solving Linear Programs}, booktitle = icalp14, pages = {612--624}, volume = 8572, series = lncs, year = {2014}, publisher = springer, url = {https://arxiv.org/abs/1402.3631}, eprint = {1402.3631}, archivePrefix = {arXiv}, primaryClass = {cs.DS}, doi = {10.1007/978-3-662-43948-7_51}, jh = yes, reviewed = yes, slides = {https://justinh.su/files/slides/priv-lp.pdf}, acceptance = {136/477=0.29}, } inproceedings{GGHRW14, author = {Gaboardi, Marco and Gallego Arias, Emilio Jes{\'u}s and Hsu, Justin and Roth, Aaron and Wu, Zhiwei Steven}, title = {Dual Query: Practical Private Query Release for High Dimensional Data}, booktitle = icml14, pages = {1170--1178}, volume = {32}, series = pmlr, year = {2014}, reviewed = yes, url = {https://arxiv.org/abs/1402.1526}, eprint = {1402.1526}, archivePrefix = {arXiv}, primaryClass = {cs.DS}, jh = yes, slides = {https://justinh.su/files/slides/dualquery.pdf}, poster = {https://justinh.su/files/poser/dualquery.pdf}, acceptance = {310/1238=0.25}, } inproceedings{HHRRW14, author = {Hsu, Justin and Huang, Zhiyi and Roth, Aaron and Roughgarden, Tim and Wu, Zhiwei Steven}, title = {Private Matchings and Allocations}, booktitle = stoc14, year = {2014}, reviewed = yes, pages = {21--30}, url = {https://arxiv.org/abs/1311.2828}, eprint = {1311.2828}, archivePrefix = {arXiv}, primaryClass = {cs.GT}, doi = {10.1145/2591796.2591826}, timestamp = {Wed, 22 Oct 2014 14:44:14 +0200}, biburl = {https://dblp.uni-trier.de/rec/bib/conf/stoc/HsuHRRW14}, bibsource = {dblp computer science bibliography, https://dblp.org}, jh = yes, poster = {https://justinh.su/files/poster/matchings.pdf}, acceptance = {91/319=0.29}, } @inproceedings{WHE13, title = {System {FC} with Explicit Kind Equality}, author = {Weirich, Stephanie and Hsu, Justin and Eisenberg, Richard A.}, booktitle = icfp13, pages = {275--286}, year = {2013}, url = {https://justinh.su/files/papers/nokinds.pdf}, doi = {10.1145/2500365.2500599}, jh = yes, plclub = yes, reviewed = yes, acceptance = {40/133=0.30}, } @inproceedings{HRU13, title = {Differential Privacy for the Analyst via Private Equilibrium Computation}, author = {Hsu, Justin and Roth, Aaron and Ullman, Jonathan}, booktitle = stoc13, pages = {341--350}, year = {2013}, url = {https://arxiv.org/abs/1211.0877}, eprint = {1211.0877}, archivePrefix = {arXiv}, primaryClass = {cs.DS}, doi = {10.1145/2488608.2488651}, jh = yes, reviewed = yes, slides = {https://justinh.su/files/slides/analyst-priv.pdf}, acceptance = {100/360=0.28}, } @inproceedings{GHHNP13, title = {Linear Dependent Types for Differential Privacy}, author = {Gaboardi, Marco and Haeberlen, Andreas and Hsu, Justin and Narayan, Arjun and Pierce, Benjamin C.}, booktitle = popl13, pages = {357--370}, url = {https://dl.acm.org/citation.cfm?id=2429113}, doi = {10.1145/2429069.2429113}, year = {2013}, jh = yes, plclub = yes, reviewed = yes, acceptance = {51/220=0.23}, } @inproceedings{HKR12, title = {Distributed Private Heavy Hitters}, author = {Hsu, Justin and Khanna, Sanjeev and Roth, Aaron}, booktitle = icalp12, pages = {461--472}, volume = {7391}, series = lncs, year = {2012}, publisher = springer, url = {https://arxiv.org/abs/1202.4910}, eprint = {1202.4910}, archivePrefix = {arXiv}, primaryClass = {cs.DS}, doi = {10.1007/978-3-642-31594-7_39}, jhnote = {Thanks to Raef Bassily and Adam Smith for spotting an error, now fixed.}, jh = yes, reviewed = yes, slides = {https://justinh.su/files/slides/heavy-hh.pdf}, acceptance = {123/433=0.28}, } %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% SURVEYS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @article{Murawski:2016:2893582, titLe = {Programming Language Techniques for Differential Privacy}, author = {Barthe, Gilles and Gaboardi, Marco and Hsu, Justin and Pierce, Benjamin C.}, pages = {34--53}, journal = {ACM SIGLOG News}, month = jan, year = {2016}, volume = {3}, number = {1}, url = {https://siglog.hosting.acm.org/wp-content/uploads/2016/01/siglog_news_7.pdf}, doi = {10.1145/2893582.2893591}, jh = yes, plclub = yes, reviewed = no, } %%%%%%%%%%%%%%%%%%%%%%%%%%%%%% WORKSHOPS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @inproceedings{GGHHP13, title = {Automatic Sensitivity Analysis using Linear Dependent Types}, author = {Gaboardi, Marco and Gallego Arias, Emilio Jes{\'u}s and Haeberlen, Andreas and Hsu, Justin and Pierce, Benjamin C.}, url = {http://fopara2013.cs.unibo.it/paper_8.pdf}, booktitle = fopara, year = {2013}, jh = yes, plclub = yes, reviewed = no, } @inproceedings{HsuTaxes, author = {Justin Hsu}, title = {Death, Taxes, and Formal Verification (Abstract)}, year = {2015}, booktitle = snapl15, jh = yes, plclub = yes, reviewed = no, slides = {https://justinh.su/files/slides/taxes.pdf}, url = {https://justinh.su/files/papers/taxes.pdf} } %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% TALKS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @talk{ucsc-pig-talk, title = {Differentially-Private Optimal Power Flow}, organization = {UCSC Privacy in Graphs Workshop}, year = 2018, month = nov, jh = yes, } @talk{tpdp18-talk, title = {Composition, Verification, and Differential Privacy (Keynote)}, organization = tpdp18, year = 2018, month = oct, jh = yes, } @talk{epfl18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {Programming Languages and Verification Workshop, \'{E}cole Polytechnique F\'{e}d\'{e}rale de Lausanne}, year = 2018, month = jun, jh = yes, } @talk{esop18-talk, title = {An Assertion-Based Program Logic for Probabilistic Programs}, organization = esop18, year = 2018, month = apr, jh = yes, } @talk{barbados18-talk, title = {Almost Sure Productivity}, organization = {Barbados Workshop on Logical Foundations for Data Science, Bellairs Research Institute}, year = 2018, month = mar, jh = yes, } @talk{cornell-pldg18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {PL Discussion Group, Cornell University}, year = 2018, month = mar, jh = yes, } @talk{ucl-pplv18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {{PPLV} Seminar, University College London}, year = 2018, month = feb, jh = yes, } @talk{aachen18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {{UnRAVeL} Seminar, {RWTH} Aachen University}, year = 2018, month = feb, jh = yes, } @talk{imperial18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {Philippa Gardner's Seminar, Imperial College London}, year = 2018, month = feb, jh = yes, } @talk{chocola18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {{CHoCoLa} Seminar, {ENS} Lyon}, year = 2018, month = feb, jh = yes, } @talk{turing18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {Logic Seminar, Alan Turing Institute}, year = 2018, month = feb, jh = yes, } @talk{strathclyde18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {{MSP} Seminar, University of Strathclyde}, year = 2018, month = feb, jh = yes, } @talk{edinburgh18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {{LFCS} Seminar, University of Edinburgh}, year = 2018, month = feb, jh = yes, } @talk{prosecco18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {Prosecco Seminar, Inria Paris}, year = 2018, month = jan, jh = yes, } @talk{pps18-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {{PPS} Seminar, {IRIF}}, year = 2018, month = jan, jh = yes, } @talk{popl18-talk, title = {Proving Expected Sensitivity of Probabilistic Programs}, organization = popl18, year = 2018, month = jan, jh = yes, } @talk{oxford17-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {Verification Seminar, Oxford University}, year = 2017, month = dec, jh = yes, } @talk{kent17-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {Programming Languages and Systems Seminar, University of Kent}, year = 2017, month = dec, jh = yes, } @talk{msrc17-talk, title = {From Probabilistic Coupling to Relational Program Logics}, organization = {Microsoft Research Cambridge}, year = 2017, month = nov, jh = yes, } @talk{icalp17-talk, title = {$\star$-Liftings for Differential Privacy}, organization = icalp17, year = 2017, month = jul, jh = yes, } @talk{lpar17-talk, title = {Proving Uniformity and Independence by Self-Composition and Coupling}, organization = lpar17, year = 2017, month = may, jh = yes, } @talk{nw17-talk, title = {Randomized Algorithms Meet Formal Verification}, organization = {Northwestern University}, year = 2017, month = apr, jh = yes, } @talk{mit17-talk, title = {Randomized Algorithms Meet Formal Verification}, organization = {Massachusetts Institute of Technology}, year = 2017, month = apr, jh = yes, } @talk{cmu17-talk, title = {Randomized Algorithms Meet Formal Verification}, organization = {Carnegie Mellon University}, year = 2017, month = mar, jh = yes, } @talk{dagstuhl17-talk, title = {Differential Privacy and Incentive Properties}, organization = {Dagstuhl Seminar: Game Theory in {AI}, Logic, and Algorithms}, year = 2017, month = mar, jh = yes, } @talk{mpi17-talk, title = {Randomized Algorithms Meet Formal Verification}, organization = {Max Planck Institute for Software Systems}, year = 2017, month = mar, jh = yes, } @talk{eth17-talk, title = {Randomized Algorithms Meet Formal Verification}, organization = {{ETH} Z\"urich}, year = 2017, month = mar, jh = yes, } @talk{yale17-talk, title = {Randomized Algorithms Meet Formal Verification}, organization = {Yale University}, year = 2017, month = feb, jh = yes, } @talk{nyu17-talk, title = {Randomized Algorithms Meet Formal Verification}, organization = {Courant Institute, New York University}, year = 2017, month = feb, jh = yes, } @talk{wisc17-talk, title = {Randomized Algorithms Meet Formal Verification}, organization = {University of Wisconsin--Madison}, year = 2017, month = feb, jh = yes, } @talk{ist17-talk, title = {Randomized Algorithms Meet Formal Verification}, organization = {Institute of Science and Technology Austria}, year = 2017, month = jan, jh = yes, } @talk{wine16-talk, title = {Computer-Aided Verification in Mechanism Design}, organization = wine16, year = 2016, month = dec, jh = yes, } @talk{cornell16-talk, title = {Approximate Probabilistic Coupling and Differential Privacy}, organization = {Theory Seminar, Cornell University}, year = 2016, month = oct, jh = yes, } @talk{ccs16-talk, title = {Advanced Probabilistic Couplings for Differential Privacy}, organization = ccs16, year = 2016, month = oct, jh = yes, } @talk{psu16-talk, title = {Differential Privacy as an Approximate Coupling}, organization = {Theory Seminar, Pennsylvania State University}, year = 2016, month = oct, jh = yes, } @talk{cmu16-talk, title = {Relational Reasoning via Probabilistic Coupling}, organization = {Principles of Programming Seminar, Carnegie Mellon University}, year = 2016, month = oct, jh = yes, } @talk{jhu16-talk, title = {Approximate Probabilistic Coupling and Differential Privacy}, organization = {Theory Seminar, Johns Hopkins University}, year = 2016, month = oct, jh = yes, } @talk{msrc16-talk, title = {Formal Verification of Randomized Algorithms}, organization = {Constructive Security Seminar, Microsoft Research Cambridge}, year = 2016, month = jul, jh = yes, } @talk{lics16-talk, title = {Proving Differential Privacy via Probabilistic Couplings}, organization = lics16, year = 2016, month = jul, jh = yes, } @talk{tpdp16-talk, title = {Differential Privacy Is an Approximate Probabilistic Coupling}, organization = {Workshop on the Theory and Practice of Differential Privacy ({TPDP})}, year = 2016, month = jun, jh = yes, } @talk{crcs16-talk, title = {Differential Privacy is an Approximate Probabilistic Coupling}, organization = {{CRCS} Seminar, Harvard}, year = 2016, month = jun, jh = yes, } @talk{njpls16-talk, title = {A Program Logic for Union Bounds}, organization = {NJ Programming Languages and Systems Seminar ({NJPLS})}, year = 2016, month = may, jh = yes, } @talk{uwisc16-talk, title = {Relational Reasoning via Probabilistic Coupling}, organization = {{PL} Seminar, University of Wisconsin}, year = 2016, month = may, jh = yes, } @talk{soda16-talk, title = {Jointly Private Convex Programming}, organization = soda16, year = 2016, month = jan, jh = yes, } @talk{lpar15-talk, title = {Relational Reasoning via Probabilistic Coupling}, organization = lpar15, year = 2015, month = nov, jh = yes, } @talk{nsf-sfm15-talk, title = {What Are We Measuring, Anyways?}, organization = {{NSF} Workshop on Formal Methods for Information Security}, year = 2015, month = nov, jh = yes, } @talk{tau15-talk, title = {Language-Based Verification for Differential Privacy}, organization = {Tel Aviv University}, year = 2015, month = nov, jh = yes, } @talk{shonan15-talk, title = {Language-Based Verification for Differential Privacy}, organization = {Shonan Meeting on Logic and Verification Methods in Security and Privacy}, year = 2015, month = nov, jh = yes, } @talk{tohoku15-talk, title = {Relational Reasoning via Probabilistic Coupling}, organization = {Tohoku University}, year = 2015, month = oct, jh = yes, } @talk{tit15-talk, title = {Jointly Private Convex Programming}, organization = {Tokyo Institute of Technology}, year = 2015, month = oct, jh = yes, } @talk{snapl15b-talk, title = {Death, Taxes, and Formal Verification}, organization = snapl15, year = 2015, month = may, jh = yes, } @talk{snapl15a-talk, title = {A {Theory AB} Toolbox}, organization = snapl15, year = 2015, month = may, jh = yes, } @talk{cornell15-talk, title = {Verifying Accuracy of Randomized Algorithms}, organization = {PL Discussion Group, Cornell University}, year = 2015, month = mar, jh = yes, } @talk{popl15-talk, title = {Higher-Order Relational Refinement Types for Mechanism Design and Differential Privacy}, organization = popl15, year = 2015, month = jan, jh = yes, } @talk{lix14-talk, title = {Jointly Private Convex Programming}, organization = {Com\`ete-Parsifal Seminar, {LIX}, \'Ecole Polytechnique}, year = 2014, month = nov, jh = yes, } @talk{dundee14-talk, title = {Jointly Private Convex Programming}, organization = {University of Dundee}, year = 2014, month = nov, jh = yes, } @talk{csf14-talk, title = {Differential Privacy: {An} Economic Method for Choosing Epsilon}, organization = csf14, year = 2014, month = jul, jh = yes, } @talk{icalp14-talk, title = {Privately Solving Linear Programs}, organization = icalp14, year = 2014, month = jul, jh = yes, } @talk{simons13-talk, title = {Dual Query Release}, organization = {Simons workshop on Big Data and Differential Privacy}, year = 2013, month = dec, jh = yes, } @talk{lix13-talk, title = {Private Matchings and Allocations}, organization = {Com\`ete-Parsifal Seminar, {LIX}, \'Ecole Polytechnique}, year = 2013, month = dec, jh = yes, } @talk{stoc13-talk, title = {Private Equilibrium Computation for Analyst Privacy}, organization = stoc13, year = 2013, month = jun, jh = yes, } @talk{dimacs12-talk, title = {Analyst Privacy---the State Strikes Back!}, organization = {{DIMACS} Workshop on Recent Work on Differential Privacy across Computer Science}, year = 2012, month = oct, jh = yes, } @talk{icalp12-talk, title = {Distributed Private Heavy Hitters}, organization = icalp12, year = 2012, month = jul, jh = yes, } %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% OTHER %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @article{job-matching, title = {Job Matching, Coalition Formation, and Gross Substitutes}, volume = {50}, number = {6}, urldate = {2013--07--07}, journal = {Econometrica}, author = {Kelso, Alexander and Crawford, Vincent}, year = {1982}, pages = {1483--1504}, url = {https://EconPapers.repec.org/RePEc:ecm:emetrp:v:50:y:1982:i:6:p:1483-1504} } @article{CSS10, title = {Private and continual release of statistics}, volume = {14}, url = {https://eprint.iacr.org/2010/076.pdf}, number = {3}, urldate = {2013--06--23}, journal = tissec, author = {Chan, T.-H. Hubert and Shi, Elaine and Song, Dawn}, year = {2011}, pages = {26}, } @inproceedings{DNPR10, title = {Differential privacy under continual observation}, author = {Dwork, Cynthia and Naor, Moni and Pitassi, Toniann and Rothblum, Guy N.}, url = {https://www.mit.edu/~rothblum/papers/continalobs.pdf}, booktitle = stoc10, pages = {715--724}, year = {2010}, } @inproceedings{DNV12, title = {The privacy of the analyst and the power of the state}, author = {Dwork, Cynthia and Naor, Moni and Vadhan, Salil}, booktitle = focs12, pages = {400--409}, url = {https://projects.iq.harvard.edu/files/privacytools/files/06375318.pdf}, year = {2012} } @article{PR13, title = {Privacy and Mechanism Design}, author = {Pai, Mallesh and Roth, Aaron}, url = {https://arxiv.org/abs/1306.2083}, journal = sigecom, year = {2013} } @inproceedings{NRS07, title = {Smooth sensitivity and sampling in private data analysis}, url = {https://www.cse.psu.edu/~asmith/pubs/NRS07/NRS07-full-draft-v1.pdf}, author = {Nissim, Kobbi and Raskhodnikova, Sofya and Smith, Adam}, booktitle = stoc07, pages = {75--84}, year = {2007}, } @inproceedings{RR14, title = {Asymptotically truthful equilibrium selection in large congestion games}, author = {Rogers, Ryan and Roth, Aaron}, booktitle = ec14, pages = {771--782}, year = {2014}, url = {https://arxiv.org/abs/1311.2625} } @inproceedings{GLMRT10, title = {Differentially private combinatorial optimization}, url = {https://arxiv.org/abs/0903.4510}, author = {Gupta, Anupam and Ligett, Katrina and {McSherry}, Frank and Roth, Aaron and Talwar, Kunal}, booktitle = soda10, pages = {1106--1125}, year = {2010}, } @article{GS99, title = {Walrasian equilibrium with gross substitutes}, author = {Gul, Faruk and Stacchetti, Ennio}, url = {https://www.princeton.edu/~fgul/walras.pdf}, journal = jet, volume = {87}, number = {1}, pages = {95--124}, year = {1999}, publisher = elsevier } @article{BLR08, title = {A learning theory approach to noninteractive database privacy}, author = {Blum, Avrim and Ligett, Katrina and Roth, Aaron}, journal = jacm, url = {https://arxiv.org/abs/1109.2229}, volume = {60}, number = {2}, pages = {12}, year = {2013}, } @inproceedings{HR10, title = {A multiplicative weights mechanism for privacy-preserving data analysis}, author = {Hardt, Moritz and Rothblum, Guy N}, url = {https://www.mit.edu/~rothblum/papers/pmw.pdf}, booktitle = focs10, pages = {61--70}, year = {2010}, } @inproceedings{DN03, title = {Revealing information while preserving privacy}, author = {Dinur, Irit and Nissim, Kobbi}, url = {https://www.cse.psu.edu/~asmith/privacy598/papers/dn03.pdf}, booktitle = pods03, pages = {202--210}, year = {2003}, } @article{DR14, author = {Cynthia Dwork and Aaron Roth}, title = {The Algorithmic Foundations of Differential Privacy}, journal = {Foundations and Trends in Theoretical Computer Science}, year = {2014}, volume = {9}, number = {3--4}, pages = {211--407}, doi = {10.1561/0400000042}, url = {https://dx.doi.org/10.1561/0400000042}, timestamp = {Tue, 28 Oct 2014 14:00:24 +0100}, biburl = {https://dblp.uni-trier.de/rec/bib/journals/fttcs/DworkR14}, bibsource = {dblp computer science bibliography, https://dblp.org} } @inproceedings{KPRU14, title = {Mechanism Design in Large Games: Incentives and Privacy}, url = {https://arxiv.org/abs/1207.4084}, author = {Kearns, Michael and Pai, Mallesh and Roth, Aaron and Ullman, Jonathan}, pages = {403--410}, booktitle = itcs14, year = {2014} } @inproceedings{DRV10, title = {Boosting and Differential Privacy}, url = {https://research.microsoft.com/pubs/155170/dworkrv10.pdf}, booktitle = focs10, author = {Dwork, Cynthia and Rothblum, Guy N. and Vadhan, Salil}, year = {2010}, doi = {10.1109/FOCS.2010.12}, keywords = {Algorithms, {CS}, {DP}, Learning Theory}, pages = {51--60}, } @inproceedings{FPT04, title = {The complexity of pure Nash equilibria}, author = {Fabrikant, Alex and Papadimitriou, Christos and Talwar, Kunal}, url = {https://research.microsoft.com/pubs/74349/pub10-pure.pdf}, booktitle = stoc04, pages = {604--612}, year = {2004}, } @article{MS96, title = {Potential games}, author = {Monderer, Dov and Shapley, Lloyd S.}, journal = geb, url = {https://www.cs.bu.edu/~steng/teaching/Fall2008/potential.pdf}, volume = {14}, number = {1}, pages = {124--143}, year = {1996}, publisher = {Elsevier} } @inproceedings{CK05, title = {The price of anarchy of finite congestion games}, author = {Christodoulou, George and Koutsoupias, Elias}, url = {https://dl.acm.org/citation.cfm?id=1060600}, booktitle = stoc05, pages = {67--73}, year = {2005}, } @inproceedings{AAE05, title = {The price of routing unsplittable flow}, author = {Awerbuch, Baruch and Azar, Yossi and Epstein, Amir}, booktitle = stoc05, url = {https://dl.acm.org/citation.cfm?id=1060599}, pages = {57--66}, year = {2005}, } @inproceedings{Rou09, title = {Intrinsic robustness of the price of anarchy}, author = {Roughgarden, Tim}, url = {https://theory.stanford.edu/~tim/papers/robust.pdf}, booktitle = stoc09, pages = {513--522}, year = {2009}, } @inproceedings{BHLR08, title = {Regret minimization and the price of total anarchy}, author = {Blum, Avrim and {HajiAghayi}, {MohammadTaghi} and Ligett, Katrina and Roth, Aaron}, url = {https://dl.acm.org/citation.cfm?id=1374430}, booktitle = stoc08, pages = {373--382}, year = {2008}, } @inproceedings{HLM12, title = {A Simple and Practical Algorithm for Differentially Private Data Release}, author = {Moritz Hardt and Katrina Ligett and Frank {McSherry}}, booktitle = nips12, pages = {2348--2356}, url = {https://arxiv.org/abs/1012.4763}, year = 2012 } @inproceedings{Ullman13, title = {Answering $n^{2+ o(1)}$ counting queries with differential privacy is hard}, author = {Ullman, Jonathan}, booktitle = stoc13, pages = {361--370}, url = {https://arxiv.org/abs/1207.6945}, year = 2013 } @inproceedings{MT07, author = {Frank {McSherry} and Kunal Talwar}, title = {Mechanism Design via Differential Privacy}, booktitle = focs07, pages = {94--103}, doi = {10.1109/FOCS.2007.66}, url = {https://doi.ieeecomputersociety.org/10.1109/FOCS.2007.41}, year = 2007 } @inproceedings{FS96, title = {Game theory, on-line prediction and boosting}, author = {Freund, Y. and Schapire, R.E.}, booktitle = colt96, pages = {325--332}, url = {https://dl.acm.org/citation.cfm?id=238163 }, year = 1996 } @inproceedings{BDMN05, title = {Practical privacy: the {SuLQ} framework}, author = {Avrim Blum and Cynthia Dwork and Frank {McSherry} and Kobbi Nissim}, booktitle = pods05, pages = {128--138}, url = {https://research.microsoft.com/pubs/64351/bdmn.pdf}, year = 2005 } @inproceedings{GRU12, title = {Iterative constructions and private data release}, author = {Gupta, Anupam and Roth, Aaron and Jonathan Ullman}, booktitle = tcc12, pages = {339--356}, url = {https://arxiv.org/abs/1107.3731}, year = 2012 } @inproceedings{airavat, author = {Indrajit Roy and Srinath Setty and Ann Kilzer and Vitaly Shmatikov and Emmett Witchel}, title = {Airavat: Security and Privacy for {MapReduce}}, booktitle = nsdi10, url = {https://dl.acm.org/citation.cfm?id=1855731 }, year = 2010 } @inproceedings{pinq, author = {{McSherry}, Frank}, booktitle = sigmod09, title = {Privacy Integrated Queries}, pages = {19--30}, url = {https://research.microsoft.com/pubs/80218/sigmod115-mcsherry.pdf}, doi = {10.1145/1559845.1559850}, year = 2009 } @inproceedings{zhang-2011-privatemining, author = {Zhang, Ning and Li, Ming and Lou, Wenjing}, title = {Distributed Data Mining with Differential Privacy}, booktitle = icc11, url = {https://dl.acm.org/citation.cfm?id=1835868}, year = 2011 } @inproceedings{evfimievski-2002-associationrules, author = {Evfimievski, Alexandre and Srikant, Ramakrishnan and Agrawal, Rakesh and Gehrke, Johannes}, title = {Privacy preserving mining of association rules}, booktitle = kdd02, url = {https://www.cs.cornell.edu/johannes/papers/2002/kdd2002-privacy.pdf}, year = 2002 } @inproceedings{t-closeness, author = {Ninghui Li and Tiancheng Li and Suresh Venkatasubramanian}, title = {$t$-{Closeness}: {Privacy} beyond $k$-anonymity and $l$-diversity}, booktitle = icde07, url = {https://www.cs.purdue.edu/homes/ninghui/papers/t_closeness_icde07.pdf}, year = 2007 } @article{k-anonymity, author = {Sweeney, Latanya}, title = {$k$-{Anonymity}: {A} model for protecting privacy}, journal = jufks, volume = {10}, number = {5}, year = {2002}, pages = {557--570}, url = {https://dl.acm.org/citation.cfm?id=774552} } @article{aol, author = {Michael Barbaro and Tom Zeller}, title = {A Face Is Exposed for {AOL} Searcher {No.} 4417749}, journal = {The New York Times}, day = 9, month = aug, year = 2006, url = {https://www.nytimes.com/2006/08/09/technology/09aol.html} } @inproceedings{NV08, author = {Arvind Narayanan and Vitaly Shmatikov}, title = {Robust De-anonymization of Large Sparse Datasets}, booktitle = sp08, year = {2008}, pages = {111--125}, url = {https://arxiv.org/abs/cs/0610105} } @inproceedings{BLST10, author = {Raghav Bhaskar and Srivatsan Laxman and Adam Smith and Abhradeep Thakurta}, title = {Discovering frequent patterns in sensitive data}, booktitle = kdd10, pages = {503--512}, year = 2010, url = {https://dl.acm.org/citation.cfm?id=1835869} } @inproceedings{CM08, author = {Kamalika Chaudhuri and Claire Monteleoni}, title = {Privacy-preserving logistic regression}, booktitle = nips08, pages = {289--296}, year = 2008, url = {https://books.nips.cc/papers/files/nips21/NIPS2008_0964.pdf} } @inproceedings{CH11, title = {Sample Complexity Bounds for Differentially Private Learning}, author = {Chaudhuri, Kamalika and Hsu, Daniel}, booktitle = colt11, series = pmlr, volume = {19}, pages = {155--186}, url = {https://jmlr.org/proceedings/papers/v19/chaudhuri11a/chaudhuri11a.pdf}, year = {2011} } @article{BKOZ13-toplas, author = {Barthe, Gilles and K{\"{o}}pf, Boris and Olmedo, Federico and Zanella{-}B{\'{e}}guelin, Santiago}, title = {Probabilistic Relational Reasoning for Differential Privacy}, journal = toplas, volume = {35}, number = {3}, pages = {9:1--9:49}, month = nov, year = {2013}, doi = {10.1145/2492061}, url = {https://software.imdea.org/~bkoepf/papers/toplas13.pdf}, } @inproceedings{ReedPierce10, author = {Jason Reed and Benjamin C. Pierce}, title = {Distance Makes the Types Grow Stronger: {A} Calculus for Differential Privacy}, booktitle = icfp10, year = 2010, pages = {157--168}, doi = {10.1145/1863543.1863568}, url = {https://dl.acm.org/citation.cfm?id=1863568} } @inproceedings{winq, title = {A workflow for differentially-private graph synthesis}, author = {Proserpio, Davide and Goldberg, Sharon and {McSherry}, Frank}, booktitle = wosn12, year = 2012, pages = {13--18}, url = {https://arxiv.org/abs/1203.3453} } @article{KLNRS08, title = {What can we learn privately?}, author = {Kasiviswanathan, Shiva Prasad and Lee, Homin K. and Nissim, Kobbi and Raskhodnikova, Sofya and Smith, Adam}, journal = siamjc, volume = {40}, number = {3}, pages = {793--826}, year = {2011}, url = {https://arxiv.org/abs/0803.0924}, } @inproceedings{UV11, title = {{PCPs} and the hardness of generating private synthetic data}, author = {Ullman, Jonathan and Vadhan, Salil}, booktitle = tcc11, pages = {400--416}, url = {https://eccc.hpi-web.de/report/2010/017/revision/2/download}, year = {2011} } @inproceedings{DNRRV09, title = {On the complexity of differentially private data release: efficient algorithms and hardness results}, author = {Cynthia Dwork and Moni Naor and Omer Reingold and Guy N. Rothblum and Salil P. Vadhan}, booktitle = stoc09, pages = {381--390}, year = {2009}, url = {https://dl.acm.org/citation.cfm?id=1536467} } @article{AHK12, title = {The Multiplicative Weights Update Method: {A} Meta-Algorithm and Applications}, author = {Arora, Sanjeev and Hazan, Elad and Kale, Satyen}, journal = toc, volume = {8}, number = {1}, pages = {121--164}, url = {https://tocbeta.cs.uchicago.edu/articles/v008a006/v008a006.pdf}, year = {2012} } @phdthesis{Garg13, title = {Candidate Multilinear Maps}, author = {Sanjam Garg}, school = {{UCLA}}, year = {2013}, url = {https://www.cs.ucla.edu/~sanjamg/Sanjam%20Garg_files/sanjam-thesis.pdf} } @inproceedings{GargGentryHalevi13, title = {Candidate multilinear maps from ideal lattices}, author = {Garg, Sanjam and Gentry, Craig and Halevi, Shai}, booktitle = eucrypt13, pages = {1--17}, year = {2013}, url = {https://https://eprint.iacr.org/2012/610.pdf} } @article{BonehSilverberg03, title = {Applications of multilinear forms to cryptography}, author = {Boneh, Dan and Silverberg, Alice}, journal = {Contemporary Mathematics}, volume = {324}, number = {1}, pages = {71--90}, year = {2003}, publisher = {AMS}, url = {https://https://eprint.iacr.org/2002/080.pdf} } @inproceedings{barak2007privacy, title = {Privacy, accuracy, and consistency too: {A} holistic solution to contingency table release}, author = {Barak, Boaz and Chaudhuri, Kamalika and Dwork, Cynthia and Kale, Satyen and {McSherry}, Frank and Talwar, Kunal}, booktitle = pods07, pages = {273--282}, url = {https://research.microsoft.com/en-us/projects/DatabasePrivacy/contingency.pdf}, year = {2007} } @inproceedings{BNS13, title = {Characterizing the sample complexity of private learners}, author = {Beimel, Amos and Nissim, Kobbi and Stemmer, Uri}, booktitle = itcs13, pages = {97--110}, year = {2013}, url = {https://dl.acm.org/citation.cfm?id=2422450} } @article{CMS11, title = {Differentially private empirical risk minimization}, author = {Chaudhuri, Kamalika and Monteleoni, Claire and Sarwate, Anand D.}, journal = jmlr, volume = {12}, pages = {1069--1109}, year = {2011}, url = {https://jmlr.org/papers/volume12/chaudhuri11a/chaudhuri11a.pdf} } @article{RBHT09, title = {Learning in a Large Function Space: Privacy-Preserving Mechanisms for {SVM} Learning}, author = {Rubinstein, Benjamin I. 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