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Poster
Wed 6:00 An Analysis of LIME for Text Data
Dina Mardaoui · Damien Garreau
Poster
Wed 6:00 Interpretable Random Forests via Rule Extraction
Clément Bénard · Gérard Biau · Sébastien da Veiga · Erwan Scornet
Poster
Wed 6:00 CONTRA: Contrarian statistics for controlled variable selection
Mukund Sudarshan · Aahlad Puli · Lakshmi Subramanian · Sriram Sankararaman · Rajesh Ranganath
Poster
Wed 12:45 Improving KernelSHAP: Practical Shapley Value Estimation Using Linear Regression
Ian Covert · Su-In Lee
Poster
Tue 14:00 Density of States Estimation for Out of Distribution Detection
Warren Morningstar · Cusuh Ham · Andrew Gallagher · Balaji Lakshminarayanan · Alex Alemi · Joshua Dillon
Poster
Wed 12:45 Robust hypothesis testing and distribution estimation in Hellinger distance
Ananda Theertha Suresh
Poster
Tue 18:30 Taming heavy-tailed features by shrinkage
Ziwei Zhu · Wenjing Zhou
Poster
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
Poster
Thu 7:30 Approximate Data Deletion from Machine Learning Models
Zachary Izzo · Mary Anne Smart · Kamalika Chaudhuri · James Zou
Poster
Wed 6:00 Foundations of Bayesian Learning from Synthetic Data
Harrison Wilde · Jack Jewson · Sebastian Vollmer · Chris Holmes
Poster
Wed 12:45 Differentially Private Analysis on Graph Streams
Jalaj Upadhyay · Sarvagya Upadhyay · Raman Arora
Poster
Wed 12:45 Evading the Curse of Dimensionality in Unconstrained Private GLMs
Shuang Song · Thomas Steinke · Om Thakkar · Abhradeep Thakurta