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Tue 14:00 Revisiting Model-Agnostic Private Learning: Faster Rates and Active Learning
Chong Liu · Yuqing Zhu · Kamalika Chaudhuri · Yu-Xiang Wang
Wed 6:00 CONTRA: Contrarian statistics for controlled variable selection
Mukund Sudarshan · Aahlad Puli · Lakshmi Subramanian · Sriram Sankararaman · Rajesh Ranganath
Wed 6:00 An Analysis of LIME for Text Data
Dina Mardaoui · Damien Garreau
Wed 6:00 Interpretable Random Forests via Rule Extraction
Clément Bénard · Gérard Biau · Sébastien da Veiga · Erwan Scornet
Wed 6:00 Generating Interpretable Counterfactual Explanations By Implicit Minimisation of Epistemic and Aleatoric Uncertainties
Lisa Schut · Oscar Key · Rory Mc Grath · Luca Costabello · Bogdan Sacaleanu · medb corcoran · Yarin Gal
Wed 12:45 Improving KernelSHAP: Practical Shapley Value Estimation Using Linear Regression
Ian Covert · Su-In Lee
Invited Talk
Wed 16:00 Veridical Data Science: The Practice of Responsible Data Analysis and Decision-Making
Bin Yu
Thu 7:30 Efficient Computation and Analysis of Distributional Shapley Values
Yongchan Kwon · Manuel A. Rivas · James Zou