%%%%%%%%%%%%%%%%%%%%%%%%%%%% UNPUBLISHED %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @unpublished{HMRRV16, title = {Do prices coordinate markets?}, author = {Hsu, Justin and Morgenstern, Jamie and Rogers, Ryan and Roth, Aaron and Vohra, Rakesh}, year = 2015, url = {http://arxiv.org/abs/1511.00925}, jh = yes, eprint = yes, } @unpublished{HKM-verif15, title = {Computer-aided verification in mechanism design}, author = {Barthe, Gilles and Gaboardi, Marco and Gallego Arias, Emilio Jes{\'u}s and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Roth, Aaron and Strub, Pierre-Yves}, year = {2015}, url = {http://arxiv.org/abs/1502.04052}, jh = yes, eprint = yes } @unpublished{BEGGHS15, title = {Formal certification of randomized algorithms}, author = {Barthe, Gilles and Espitau, Thomas and Gaboardi, Marco and Gr{\'e}goire, Benjamin and Hsu, Justin and Strub, {P}ierre-{Y}ves}, year = 2015, jh = yes, docs = yes } %%%%%%%%%%%%%%%%%%%%%%%%%%%% CONFERENCES %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @inproceedings{HHRW16, author = {Hsu, Justin and Huang, Zhiyi and Roth, Aaron and Wu, Zhiwei Steven}, title = {Jointly private convex programming}, booktitle = soda16, year = {2016}, url = {http://arxiv.org/abs/1411.0998}, jh = yes, eprint = yes, slides = yes, } @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, {P}ierre-{Y}ves}, booktitle = lpar15, year = 2015, jh = yes, slides = yes, eprint = yes, url = {http://arxiv.org/abs/1509.03476}, } @inproceedings{AHJ15, title = {Online assignment with heterogeneous tasks in crowdsourcing markets}, author = {Assadi, Sepehr and Hsu, Justin and Jabbari, Shahin}, year = {2015}, booktitle = hcomp15, url = {http://arxiv.org/abs/1508.03593}, jh = yes, eprint = yes, } @inproceedings{HsuTaxes, author = {Justin Hsu}, title = {Death, taxes, and formal verification (Abstract)}, year = {2015}, booktitle = snapl15, jh = yes, slides = yes, docs = yes } @inproceedings{GHaccuracy, author = {Marco Gaboardi and Justin Hsu}, title = {A Theory {AB} toolbox}, year = {2015}, booktitle = snapl15, jh = yes, slides = yes, docs = yes } @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, year = {2015}, url = {http://arxiv.org/abs/1407.6845}, jh = yes, slides = yes, eprint = yes } @inproceedings{AGGH14, author = {de Amorim, Arthur Azevedo and Gaboardi, Marco and Gallego Arias, Emilio Jes{\'u}s and Hsu, Justin}, title = {Really naturally linear indexed type-checking}, booktitle = {Symposium on Implementation and Application of Functional Programming Languages (IFL), Boston, Massachusetts}, year = {2014}, url = {http://arxiv.org/abs/1503.04522}, jh = yes, slides = yes, eprint = yes } @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 {H}oare logic}, booktitle = csf14, year = {2014}, url = {http://arxiv.org/abs/1407.2988}, jh = yes, eprint = yes } @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, year = 2014, url = {http://arxiv.org/abs/1402.3329}, jh = yes, slides = yes, eprint = yes } @inproceedings{HRRU14, author = {Hsu, Justin and Roth, Aaron and Roughgarden, Tim and Ullman, Jonathan}, title = {Privately solving linear programs}, booktitle = icalp14, year = {2014}, pages = {612--624}, url = {http://arxiv.org/abs/1402.3631}, doi = {10.1007/978-3-662-43948-7_51}, timestamp = {Fri, 31 Oct 2014 14:45:31 +0100}, biburl = {http://dblp.uni-trier.de/rec/bib/conf/icalp/HsuRRU14}, bibsource = {dblp computer science bibliography, http://dblp.org}, jh = yes, slides = yes, eprint = yes } @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, year = {2014}, url = {http://arxiv.org/abs/1402.1526}, jh = yes, slides = yes, poster = yes, eprint = yes } @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}, pages = {21--30}, url = {http://arxiv.org/abs/1311.2828}, doi = {10.1145/2591796.2591826}, timestamp = {Wed, 22 Oct 2014 14:44:14 +0200}, biburl = {http://dblp.uni-trier.de/rec/bib/conf/stoc/HsuHRRW14}, bibsource = {dblp computer science bibliography, http://dblp.org}, jh = yes, poster = yes, eprint = yes } @inproceedings{WHE13, title = {Towards dependently typed {H}askell: {S}ystem {FC} with kind equality}, author = {Weirich, Stephanie and Hsu, Justin and Eisenberg, Richard A}, booktitle = icfp13, url = {http://www.cis.upenn.edu/~justhsu/docs/nokinds.pdf}, volume = {13}, year = {2013}, jh = yes, docs = yes } @inproceedings{HRU13, title = {Differential privacy for the analyst via private equilibrium computation}, author = {Hsu, Justin and Roth, Aaron and Ullman, Jonathon}, url = {http://arxiv.org/abs/1211.0877}, booktitle = stoc13, pages = {341--350}, year = {2013}, jh = yes, slides = yes, eprint = yes } @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 } @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 = {http://dl.acm.org/citation.cfm?id=2429113}, year = {2013}, jh = yes, docs = yes } @inproceedings{HKR12, title = {Distributed private heavy hitters}, author = {Hsu, Justin and Khanna, Sanjeev and Roth, Aaron}, booktitle = icalp12, pages = {461--472}, year = {2012}, publisher = springer, url = {http://arxiv.org/abs/1202.4910}, note = {Thanks to Raef Bassily and Adam Smith for spotting an error, now fixed.}, jh = yes, slides = yes, eprint = yes } %%%%%%%%%%%%%%%%%%%%%%%%%%%%%% JOURNALS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% @article{job-matching, title = {Job Matching, Coalition Formation, and Gross Substitutes}, volume = {50}, doi = {10.2307/1913392}, number = {6}, urldate = {2013--07--07}, journal = {Econometrica}, author = {Kelso, Alexander and Crawford, Vincent}, year = {1982}, pages = {1483--1504}, url = {http://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 = {http://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 = {http://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}, doi = {10.1109/FOCS.2012.87}, url = {http://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 = {http://arxiv.org/abs/1306.2083}, journal = sigecom, year = {2013} } @inproceedings{NRS07, title = {Smooth sensitivity and sampling in private data analysis}, url = {http://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 M and Roth, Aaron}, booktitle = ec14, pages = {771--782}, year = {2014}, url = {http://arxiv.org/abs/1311.2625} } @inproceedings{GLMRT10, title = {Differentially private combinatorial optimization}, url = {http://arxiv.org/abs/0903.4510}, author = {Gupta, Anupam and Ligett, Katrina and Mc{S}herry, 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 = {http://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 = {http://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 = {http://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 = {http://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}, 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{Airavat: Security and Privacy for {MapReduce}}, booktitle = nsdi10, url = {http://dl.acm.org/citation.cfm?id=1855731 }, year = 2010 } @inproceedings{pinq, author = {{McSherry}, Frank}, booktitle = sigmod09, title = {Privacy integrated queries}, url = {http://research.microsoft.com/pubs/80218/sigmod115-mcsherry.pdf}, 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 = {http://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 = {http://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 = {$t$-{C}loseness: {P}rivacy 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 = {$k$-{A}nonymity: {A} model for protecting privacy}, journal = jufks, volume = {10}, number = {5}, month = oct, year = {2002}, pages = {557--570}, url = {http://dl.acm.org/citation.cfm?id=774552} } @article{aol, author = {Michael Barbaro and Tom Zeller}, title = {A Face Is Exposed for {AOL} Searcher {N}o. 4417749}, journal = {The New York Times}, day = 9, month = aug, year = 2006, url = {http://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 = {http://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 = {http://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 = {http://books.nips.cc/papers/files/nips21/NIPS2008_0964.pdf} } @article{CH11, title = {Sample Complexity Bounds for Differentially Private Learning}, author = {Chaudhuri, Kamalika and Hsu, Daniel}, journal = jmlr, volume = {19}, pages = {155--186}, url = {http://jmlr.org/proceedings/papers/v19/chaudhuri11a/chaudhuri11a.pdf}, year = {2011} } @article{certipriv, author = {Gilles Barthe and Boris K{\"{o}}pf and Federico Olmedo and Santiago Zanella B{\'{e}}guelin}, title = {Probabilistic Relational Reasoning for Differential Privacy}, journal = toplas, volume = {35}, number = {3}, pages = {9}, year = {2013}, url = 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Matthew}, title = {Simple Mechanisms for a Subadditive Buyer and Applications to Revenue Monotonicity}, booktitle = ec15, year = {2015}, pages = {377--394}, numpages = {18}, acmid = {2764510}, publisher = {ACM}, url = {http://people.csail.mit.edu/smweinberg/ec15subadditive.pdf}, } @inproceedings{balcan2014learning, title={Learning economic parameters from revealed preferences}, author={Balcan, Maria-Florina and Daniely, Amit and Mehta, Ruta and Urner, Ruth and Vazirani, Vijay V}, booktitle=wine14, pages={338--353}, year={2014}, publisher={Springer}, url={http://arxiv.org/abs/1407.7937} } @inproceedings{dughmi2014sampling, year={2014}, booktitle=wine14, volume={8877}, series={Lecture Notes in Computer Science}, title={Sampling and Representation Complexity of Revenue Maximization}, publisher=springer, author={Dughmi, Shaddin and Han, Li and Nisan, Noam}, pages={277--291}, url={http://arxiv.org/abs/1402.4535}, } @inproceedings{babaioffadditive, Author = {Babaioff, Moshe and Immorlica, Nicole and Lucier, Brendan and Weinberg, S. Matthew}, Booktitle = focs14, Title = {A Simple and Approximately Optimal Mechanism for an Additive Buyer}, Year = {2014}, url = {http://arxiv.org/abs/1405.6146} } @inproceedings{yao2015soda, author = {Yao, Andrew Chi-Chih}, title = {An $n$-to-$1$ Bidder Reduction for Multi-item Auctions and its Applications}, booktitle = soda14, chapter = {8}, year={2015}, publisher = {ACM}, pages = {92--109}, url = {http://arxiv.org/abs/1406.3278} } @inproceedings{huang2014making, author = {Huang, Zhiyi and Mansour, Yishay and Roughgarden, Tim}, title = {Making the Most of Your Samples}, booktitle = ec15, year = {2015}, isbn = {978-1-4503-3410-5}, pages = {45--60}, numpages = {16}, acmid = {2764475}, publisher = {ACM}, keywords = {auction, revenue, sample complexity}, url = {http://arxiv.org/abs/1407.2479}, } @article{dhangwatnotai2014revenue, title={Revenue maximization with a single sample}, author={Dhangwatnotai, Peerapong and Roughgarden, Tim and Yan, Qiqi}, journal=geb, year={2014}, publisher={Elsevier}, url={http://theory.stanford.edu/~tim/papers/single.pdf}, } @inproceedings{chawla2007algorithmic, author = {Chawla, Shuchi and Hartline, Jason and Kleinberg, Robert}, title = {Algorithmic Pricing via Virtual Valuations}, booktitle = ec07, year = {2007}, pages = {243--251}, numpages = {9}, acmid = {1250946}, publisher = {ACM}, url = {http://arxiv.org/abs/0808.1671}, } @article{GS99a, title = "The {E}nglish Auction with Differentiated Commodities", journal = jet, volume = "92", number = "1", pages = "66--95", year = "2000", issn = "0022-0531", doi = "http://dx.doi.org/10.1006/jeth.1999.2580", url = "http://www.sciencedirect.com/science/article/pii/S0022053199925802", author = "Faruk Gul and Ennio Stacchetti" } @Article{OL15, author={Ostrovsky, Michael and Paes Leme, Renato}, title={Gross substitutes and endowed assignment valuations}, journal={Theoretical Economics}, year=2015, volume={10}, number={3}, pages={853--865}, month=sep, keywords={Substitutability; matching; combinatorial auctions; matroids}, abstract={We show that the class of preferences satisfying the Gross Substitutes condition of Kelso and Crawford (1982) is strictly larger than the class of Endowed Assignment Valuations of Hatfield and Milgrom (2005), thus resolving the open question posed by the latter paper. In particular, our result implies that not every substitutable valuation function can be \"decomposed\" into a combination of unit-demand valuations.}, url={https://econtheory.org/ojs/index.php/te/article/viewFile/20150853/13867/412} } @inproceedings{Mur96, year={1996}, isbn={978-3-540-61310-7}, booktitle=ipco06, volume={1084}, series={Lecture Notes in Computer Science}, editor={Cunningham, William H and McCormick, S Thomas and Queyranne, Maurice}, doi={10.1007/3-540-61310-2_20}, title={Convexity and {S}teinitz's exchange property}, url={http://dx.doi.org/10.1007/3-540-61310-2_20}, publisher={Springer Berlin Heidelberg}, author={Murota, Kazuo}, pages={260--274}, language={English} } @article{MS99, author = {Murota, Kazuo and Shioura, Akiyoshi}, title = {{M}-{C}onvex Function on Generalized Polymatroid}, journal = {Mathematics of Operations Research}, volume = {24}, number = {1}, pages = {95--105}, year = {1999}, doi = {10.1287/moor.24.1.95}, URL = {http://dx.doi.org/10.1287/moor.24.1.95}, eprint = {http://dx.doi.org/10.1287/moor.24.1.95}, abstract = { The concept of M-convex function, introduced by Murota (1996), is a quantitative generalization of the set of integral points in an integral base polyhedron as well as an extension of valuated matroid of Dress and Wenzel (1990). In this paper, we extend this concept to functions on generalized polymatroids with a view to providing a unified framework for efficiently solvable nonlinear discrete optimization problems. } } @article{FY03, author = {Fujishige, Satoru and Yang, Zaifu}, title = {A Note on {K}elso and {C}rawford's {G}ross {S}ubstitutes Condition}, journal = {Mathematics of Operations Research}, volume = {28}, number = {3}, pages = {463--469}, year = {2003}, doi = {10.1287/moor.28.3.463.16393}, URL = {http://dx.doi.org/10.1287/moor.28.3.463.16393}, eprint = {http://dx.doi.org/10.1287/moor.28.3.463.16393}, abstract = { In their 1982 article, Kelso and Crawford proposed a gross substitutes condition for the existence of core (and equilibrium) in a two-sided matching model. Since then, this condition has often been used in the literature on matching models and equilibrium models in the presence of indivisibilities. In this paper we prove that a reservation value (or utility) function satisfies the gross substitutes condition if and only if it is an M♮-concave function defined on the unit-hypercube, which is a discrete concave function recently introduced by Murota and Shioura (1999). } } @article{MT10, title = "Characterization of the {W}alrasian equilibria of the assignment model ", journal = "Journal of Mathematical Economics", volume = "46", number = "1", pages = "6--20", year = "2010", issn = "0304-4068", doi = "http://dx.doi.org/10.1016/j.jmateco.2009.05.008", url = "http://www.sciencedirect.com/science/article/pii/S0304406809000627", author = "Debasis Mishra and Dolf Talman", keywords = "Assignment model", keywords = "Walrasian equilibrium", keywords = "Iterative auctions", keywords = "Overdemanded set", keywords = "Underdemanded set " } @book{shalev2014book, title={Understanding Machine Learning: From Theory to Algorithms}, author={Shalev-Shwartz, Shai and Ben-David, Shai}, year=2014, 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pages={71--78}, year={2009}, organization={ACM}, url={http://research.microsoft.com/en-us/um/people/nikdev/pubs/adwords.pdf} } @techreport{samplingbalcan07, title = {Random Sampling Auctions for Limited Supply}, author = {Balcan, Maria-Florina and Devanur, Nikhil and Hartline, Jason D and Talwar, Kunal}, url = {http://reports-archive.adm.cs.cmu.edu/anon/2007/CMU-CS-07-154.pdf}, year = {2007}, institution = {Carnegie Mellon University}, month = {September}, Date-Added = {09-01-2007}, } @article{hanneke15, author = {Hanneke, Steve}, title = {The Optimal Sample Complexity of {PAC} Learning}, journal = {CoRR}, volume = {abs/1507.00473}, year = {2015}, url = {http://arxiv.org/abs/1507.00473}, timestamp = {Sun, 02 Aug 2015 18:42:02 +0200}, biburl = {http://dblp.uni-trier.de/rec/bib/journals/corr/Hanneke15}, bibsource = {dblp computer science bibliography, http://dblp.org} } @book{pollard1984, title= "Convergence of stochastic processes", author={Pollard, David}, year={1984}, publisher={David 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