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Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #87
Adversarial Training and Robustness for Multiple Perturbations
In Applications -- Privacy, Anonymity, and Security
Florian Tramer · Dan Boneh
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #88
Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks
In Applications -- Privacy, Anonymity, and Security
Yaqin Zhou · Shangqing Liu · Jingkai Siow · Xiaoning Du · Yang Liu
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #89
Differentially Private Distributed Data Summarization under Covariate Shift
In Applications -- Privacy, Anonymity, and Security
Kanthi Sarpatwar · Karthikeyan Shanmugam · Venkata Sitaramagiridharganesh Ganapavarapu · Ashish Jagmohan · Roman Vaculin
[ Paper]  [ Poster]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #90
Private Hypothesis Selection
In Applications -- Privacy, Anonymity, and Security
Mark Bun · Gautam Kamath · Thomas Steinke · Steven Wu
[ Paper]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #91
Facility Location Problem in Differential Privacy Model Revisited
In Applications -- Privacy, Anonymity, and Security
Yunus Esencayi · Marco Gaboardi · Shi Li · Di Wang
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #92
KNG: The K-Norm Gradient Mechanism
In Applications -- Privacy, Anonymity, and Security
Matthew Reimherr · Jordan Awan
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #93
Locally Private Learning without Interaction Requires Separation
In Applications -- Privacy, Anonymity, and Security
Amit Daniely · Vitaly Feldman
[ Paper]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #94
Lower Bounds on Adversarial Robustness from Optimal Transport
In Applications -- Privacy, Anonymity, and Security
Arjun Nitin Bhagoji · Daniel Cullina · Prateek Mittal
[ Paper]  [ Poster]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #95
On Differentially Private Graph Sparsification and Applications
In Applications -- Privacy, Anonymity, and Security
Raman Arora · Jalaj Upadhyay
[ Paper]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #96
Privacy-Preserving Q-Learning with Functional Noise in Continuous Spaces
In Applications -- Privacy, Anonymity, and Security
Baoxiang Wang · Nidhi Hegde
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #97
REM: From Structural Entropy to Community Structure Deception
In Applications -- Privacy, Anonymity, and Security
Yiwei Liu · Jiamou Liu · Zijian Zhang · Liehuang Zhu · Angsheng Li
[ Paper]  [ Poster] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #98
Rethinking Deep Neural Network Ownership Verification: Embedding Passports to Defeat Ambiguity Attacks
In Applications -- Privacy, Anonymity, and Security
Lixin Fan · Kam Woh Ng · Chee Seng Chan
[ Paper]  [ Poster]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #99
SHE: A Fast and Accurate Deep Neural Network for Encrypted Data
In Applications -- Privacy, Anonymity, and Security
Qian Lou · Lei Jiang
[ Paper]  [ Poster]  [ Slides] 
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #100
Theoretical evidence for adversarial robustness through randomization
In Applications -- Privacy, Anonymity, and Security
Rafael Pinot · Laurent Meunier · Alexandre Araujo · Hisashi Kashima · Florian Yger · Cedric Gouy-Pailler · Jamal Atif
[ Paper]  [ Poster] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #152
A Convex Relaxation Barrier to Tight Robustness Verification of Neural Networks
In Applications -- Privacy, Anonymity, and Security
Hadi Salman · Greg Yang · Huan Zhang · Cho-Jui Hsieh · Pengchuan Zhang
[ Paper]  [ Poster] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #153
An Algorithmic Framework For Differentially Private Data Analysis on Trusted Processors
In Applications -- Privacy, Anonymity, and Security
Janardhan Kulkarni · Olga Ohrimenko · Bolin Ding · Sergey Yekhanin · Joshua Allen · Harsha Nori
[ Paper]  [ Poster] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #154
Deep Leakage from Gradients
In Applications -- Privacy, Anonymity, and Security
Ligeng Zhu · Zhijian Liu · Song Han
[ Paper]  [ Slides] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #155
Defending Neural Backdoors via Generative Distribution Modeling
In Applications -- Privacy, Anonymity, and Security
Ximing Qiao · Yukun Yang · Hai Li
[ Paper]  [ Poster] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #156
Differential Privacy Has Disparate Impact on Model Accuracy
In Applications -- Privacy, Anonymity, and Security
Eugene Bagdasaryan · Omid Poursaeed · Vitaly Shmatikov
[ Paper]  [ Poster] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #157
Differentially Private Covariance Estimation
In Applications -- Privacy, Anonymity, and Security
Kareem Amin · Travis Dick · Alex Kulesza · Andres Munoz Medina · Sergei Vassilvitskii
[ Paper]  [ Poster] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #158
Differentially Private Markov Chain Monte Carlo
In Applications -- Privacy, Anonymity, and Security
Mikko Heikkilä · Joonas Jälkö · Onur Dikmen · Antti Honkela
[ Paper]  [ Poster] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #159
Elliptical Perturbations for Differential Privacy
In Applications -- Privacy, Anonymity, and Security
Matthew Reimherr · Jordan Awan
[ Paper]  [ Poster] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #160
Oblivious Sampling Algorithms for Private Data Analysis
In Applications -- Privacy, Anonymity, and Security
Olga Ohrimenko · Sajin Sasy
[ Paper]  [ Poster] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #161
Practical Differentially Private Top-k Selection with Pay-what-you-get Composition
In Applications -- Privacy, Anonymity, and Security
David Durfee · Ryan Rogers
[ Paper]  [ Poster] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #162
Privacy Amplification by Mixing and Diffusion Mechanisms
In Applications -- Privacy, Anonymity, and Security
Borja Balle · Gilles Barthe · Marco Gaboardi · Joseph Geumlek
[ Paper]  [ Slides] 
Poster
Thu Dec 12 05:00 PM -- 07:00 PM (PST) @ East Exhibition Hall B + C #163
Private Stochastic Convex Optimization with Optimal Rates
In Applications -- Privacy, Anonymity, and Security
Raef Bassily · Vitaly Feldman · Kunal Talwar · Abhradeep Guha Thakurta
[ Paper]  [ Poster]