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Oral
Wed Dec 09 06:00 AM -- 06:15 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
DVERGE: Diversifying Vulnerabilities for Enhanced Robust Generation of Ensembles
Huanrui Yang · Jingyang Zhang · Hongliang Dong · Nathan Inkawhich · Andrew Gardner · Andrew Touchet · Wesley Wilkes · Heath Berry · Hai Li
[ Paper ]
Oral
Wed Dec 09 06:15 AM -- 06:30 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Metric-Free Individual Fairness in Online Learning
Yahav Bechavod · Christopher Jung · Steven Wu
[ Paper ]
Oral
Wed Dec 09 06:30 AM -- 06:45 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Fair regression via plug-in estimator and recalibration with statistical guarantees
Evgenii Chzhen · Christophe Denis · Mohamed Hebiri · Luca Oneto · Massimiliano Pontil
[ Paper ]
Break
Wed Dec 09 06:45 AM -- 07:00 AM (PST)
Break
Spotlight
Wed Dec 09 07:00 AM -- 07:10 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Explaining Naive Bayes and Other Linear Classifiers with Polynomial Time and Delay
Joao Marques-Silva · Thomas Gerspacher · Martin Cooper · Alexey Ignatiev · Nina Narodytska
[ Paper ]
Spotlight
Wed Dec 09 07:10 AM -- 07:20 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Differentially-Private Federated Linear Bandits
Abhimanyu Dubey · Alex `Sandy' Pentland
[ Paper ]
Spotlight
Wed Dec 09 07:20 AM -- 07:30 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Adversarial Training is a Form of Data-dependent Operator Norm Regularization
Kevin Roth · Yannic Kilcher · Thomas Hofmann
[ Paper ]
Spotlight
Wed Dec 09 07:30 AM -- 07:40 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Prediction with Corrupted Expert Advice
Idan Amir · Idan Attias · Tomer Koren · Yishay Mansour · Roi Livni
[ Paper ]
Q&A
Wed Dec 09 07:40 AM -- 07:50 AM (PST)
Joint Q&A for Preceeding Spotlights
Spotlight
Wed Dec 09 07:50 AM -- 08:00 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Guided Adversarial Attack for Evaluating and Enhancing Adversarial Defenses
Gaurang Sriramanan · Sravanti Addepalli · Arya Baburaj · Venkatesh Babu R
[ Paper ]
Spotlight
Wed Dec 09 08:00 AM -- 08:10 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Towards Safe Policy Improvement for Non-Stationary MDPs
Yash Chandak · Scott Jordan · Georgios Theocharous · Martha White · Philip Thomas
[ Paper ]
Spotlight
Wed Dec 09 08:10 AM -- 08:20 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations
Huan Zhang · Hongge Chen · Chaowei Xiao · Bo Li · Mingyan Liu · Duane Boning · Cho-Jui Hsieh
[ Paper ]
Spotlight
Wed Dec 09 08:20 AM -- 08:30 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Algorithmic recourse under imperfect causal knowledge: a probabilistic approach
Amir-Hossein Karimi · Julius von Kügelgen · Bernhard Schölkopf · Isabel Valera
[ Paper ]
Spotlight
Wed Dec 09 08:30 AM -- 08:40 AM (PST) @ Orals & Spotlights: Social/Adversarial Learning
Understanding Gradient Clipping in Private SGD: A Geometric Perspective
Xiangyi Chen · Steven Wu · Mingyi Hong
[ Paper ]
Q&A
Wed Dec 09 08:40 AM -- 08:50 AM (PST)
Joint Q&A for Preceeding Spotlights
Break
Wed Dec 09 08:50 AM -- 09:00 AM (PST)
Break