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Invited Talk
Wed 16:00 Veridical Data Science: The Practice of Responsible Data Analysis and Decision-Making
Bin Yu
Wed 6:00 On the Effect of Auxiliary Tasks on Representation Dynamics
Clare Lyle · Mark Rowland · Georg Ostrovski · Will Dabney
Thu 7:30 Projection-Free Optimization on Uniformly Convex Sets
Thomas Kerdreux · Alexandre d'Aspremont · Sebastian Pokutta
Tue 14:00 Differentiable Greedy Algorithm for Monotone Submodular Maximization: Guarantees, Gradient Estimators, and Applications
Shinsaku Sakaue
Tue 18:30 One-Round Communication Efficient Distributed M-Estimation
Yajie Bao · Weijia Xiong
Thu 7:30 CWY Parametrization: a Solution for Parallelized Optimization of Orthogonal and Stiefel Matrices
Valerii Likhosherstov · Jared Davis · Krzysztof Choromanski · Adrian Weller
Thu 7:30 On Information Gain and Regret Bounds in Gaussian Process Bandits
Sattar Vakili · Kia Khezeli · Victor Picheny
Wed 12:45 Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors
Nikhil Mehta · Kevin Liang · Vinay Kumar Verma · Lawrence Carin Duke
Wed 12:45 A Fast and Robust Method for Global Topological Functional Optimization
Elchanan Solomon · Alexander Wagner · Paul Bendich
Wed 12:45 Decision Making Problems with Funnel Structure: A Multi-Task Learning Approach with Application to Email Marketing Campaigns
Ziping Xu · Amirhossein Meisami · Ambuj Tewari
Wed 6:00 Fully Gap-Dependent Bounds for Multinomial Logit Bandit
Jiaqi Yang
Tue 14:00 Alternating Direction Method of Multipliers for Quantization
Tianjian Huang · Prajwal Singhania · Maziar Sanjabi · Pabitra Mitra · Meisam Razaviyayn