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Oral
Tue Jul 19 01:15 PM -- 01:35 PM (PDT) @ Hall F
POEM: Out-of-Distribution Detection with Posterior Sampling
In SA: Trustworthy Machine Learning
Yifei Ming · Ying Fan · Yixuan Li
Spotlight
Tue Jul 19 01:35 PM -- 01:40 PM (PDT) @ Hall F
Selective Network Linearization for Efficient Private Inference
In SA: Trustworthy Machine Learning
Minsu Cho · Ameya Joshi · Brandon Reagen · Siddharth Garg · Chinmay Hegde
Spotlight
Tue Jul 19 01:40 PM -- 01:45 PM (PDT) @ Hall F
Efficient Computation of Higher-Order Subgraph Attribution via Message Passing
In SA: Trustworthy Machine Learning
Ping Xiong · Thomas Schnake · Grégoire Montavon · Klaus-robert Mueller · Shinichi Nakajima
Spotlight
Tue Jul 19 01:45 PM -- 01:50 PM (PDT) @ Hall F
A Theoretical Analysis on Independence-driven Importance Weighting for Covariate-shift Generalization
In SA: Trustworthy Machine Learning
Renzhe Xu · Xingxuan Zhang · Zheyan Shen · Tong Zhang · Peng Cui
Spotlight
Tue Jul 19 01:50 PM -- 01:55 PM (PDT) @ Hall F
Modular Conformal Calibration
In SA: Trustworthy Machine Learning
Charles Marx · Shengjia Zhao · Willie Neiswanger · Stefano Ermon
Oral
Tue Jul 19 01:55 PM -- 02:15 PM (PDT) @ Hall F
Rethinking Image-Scaling Attacks: The Interplay Between Vulnerabilities in Machine Learning Systems
In SA: Trustworthy Machine Learning
Yue Gao · Ilia Shumailov · Kassem Fawaz
Spotlight
Tue Jul 19 02:15 PM -- 02:20 PM (PDT) @ Hall F
Context-Aware Drift Detection
In SA: Trustworthy Machine Learning
Oliver Cobb · Arnaud Van Looveren
Spotlight
Tue Jul 19 02:20 PM -- 02:25 PM (PDT) @ Hall F
Accelerating Shapley Explanation via Contributive Cooperator Selection
In SA: Trustworthy Machine Learning
Guanchu Wang · Yu-Neng Chuang · Mengnan Du · Fan Yang · Quan Zhou · Pushkar Tripathi · Xuanting Cai · Xia Hu
Spotlight
Tue Jul 19 02:25 PM -- 02:30 PM (PDT) @ Hall F
An Equivalence Between Data Poisoning and Byzantine Gradient Attacks
In SA: Trustworthy Machine Learning
Sadegh Farhadkhani · Rachid Guerraoui · Lê-Nguyên Hoang · Oscar Villemaud
Spotlight
Tue Jul 19 02:30 PM -- 02:35 PM (PDT) @ Hall F
DAVINZ: Data Valuation using Deep Neural Networks at Initialization
In SA: Trustworthy Machine Learning
Zhaoxuan Wu · Yao Shu · Bryan Kian Hsiang Low
Spotlight
Tue Jul 19 02:35 PM -- 02:40 PM (PDT) @ Hall F
Sample Efficient Learning of Predictors that Complement Humans
In SA: Trustworthy Machine Learning
Mohammad-Amin Charusaie · Hussein Mozannar · David Sontag · Samira Samadi