diff --git a/bibs/header.bib b/bibs/header.bib
index 63c1038..6cf059c 100644
--- a/bibs/header.bib
+++ b/bibs/header.bib
@@ -534,6 +534,7 @@
 @STRING{tpa      =  {Workshop on Types for Program Analysis (TPA)} # informal }
 @STRING{fopara   =  {International Workshop on Foundational and Practical
                     Aspects of Resource Analysis (FOPARA)} # informal}
+@STRING{tpdp     = {Theory and Practice of Differential Privacy (TPDP)}}
 
 % ----
 % meetings with proceedings:
@@ -770,6 +771,7 @@ STRING{fse08        = fse # ", Atlanta, Georgia" }
 @STRING{ictac18     = ictac # ", Stellenbosch, South Africa" }
 % ---
 @STRING{ijcai15     = ijcai # ", Buenos Aires, Argentina" }
+@STRING{ijcai19     = ijcai # ", Macao, China" }
 % ---
 @STRING{ijcar18     = ijcai # ", Oxford, England" }
 % ---
@@ -863,6 +865,8 @@ STRING{fse08        = fse # ", Atlanta, Georgia" }
 @STRING{tldi03      = tldi # ", New Orleans, Louisiana"}
 @STRING{tldi12      = tldi # ", Philadelphia, Pennsylvania"}
 % ---
+@STRING{tpdp18      = tpdp # ", Toronto, Ontario"}
+% ---
 @STRING{tphol09     = tphol # ", Munich, Germany" }
 % ---
 @STRING{types93     = types # ", Nijmegen, The Netherlands" }
diff --git a/bibs/myrefs.bib b/bibs/myrefs.bib
index 933fb6b..3383d4e 100644
--- a/bibs/myrefs.bib
+++ b/bibs/myrefs.bib
@@ -94,6 +94,23 @@
 }
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%% CONFERENCES %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+@inproceedings{MZH19,
+  title  = {Data Poisoning against Differentially-Private Learners: Attacks and Defenses},
+  author = {Ma, Yuzhe and
+            Zhu, Xiaojin and
+            Hsu, Justin},
+  booktitle = ijcai19,
+  year   = 2019,
+  url    = {https://arxiv.org/abs/1903.09860},
+  eprint = {1903.09860},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.LG},
+  reviewed = yes,
+  jh     = yes,
+  note   = "To appear.",
+  acceptance = {850/4572=0.18},
+}
+
 @inproceedings{ACGHK19,
   title  = {Probabilistic Relational Reasoning via Metrics},
   author = {Azevedo de Amorim, Arthur and
@@ -106,6 +123,7 @@
   eprint = {1807.05091},
   archivePrefix = {arXiv},
   primaryClass  = {cs.PL},
+  reviewed  = yes,
   jh     = yes,
   note   = "To appear."
 }
@@ -123,27 +141,29 @@
   eprint = {1710.09010},
   archivePrefix = {arXiv},
   primaryClass  = {cs.PL},
+  reviewed  = yes,
   jh     = yes,
   note   = "To appear."
 }
 
 @inproceedings{SKFHKKS18,
-  title     = {Scalable Verification of Probabilistic Network Programs},
-  author    = {Smolka, Steffen and
-               Kumar, Praveen and
-               Kahn, David M 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/1904.08096},
-  eprint    = {1904.08096},
+  title         = {Scalable Verification of Probabilistic Network Programs},
+  author        = {Smolka, Steffen and
+                   Kumar, Praveen and
+                   Kahn, David M 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/1904.08096},
+  eprint        = {1904.08096},
   archivePrefix = {arXiv},
   primaryClass  = {cs.PL},
+  doi           = {10.1145/3314221.3314639},
 }
 
 @inproceedings{ZGBH19,
diff --git a/content/news.md b/content/news.md
index ba03f9b..798a4a2 100644
--- a/content/news.md
+++ b/content/news.md
@@ -1,3 +1,5 @@
++ **05/2019** **Data Poisoning against Differentially-Private Learners: Attacks
+  and Defenses** to appear at **IJCAI 2019**!
 + **03/2019** **Approximate Span Liftings** and **Probabilistic Relational
   Reasoning via Metrics** to appear at **LICS 2019**!
 + **02/2019** **Scalable Verification of Probabilistic Network Programs**