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Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Robust Graph Representation Learning via Neural Sparsification
Cheng Zheng · Bo Zong · Wei Cheng · Dongjin Song · Jingchao Ni · Wenchao Yu · Haifeng Chen · Wei Wang
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Proving the Lottery Ticket Hypothesis: Pruning is All You Need
Eran Malach · Gilad Yehudai · Shai Shalev-Schwartz · Ohad Shamir
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
The Implicit and Explicit Regularization Effects of Dropout
Colin Wei · Sham Kakade · Tengyu Ma
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT) @ Virtual
Revisiting Fundamentals of Experience Replay
William Fedus · Prajit Ramachandran · Rishabh Agarwal · Yoshua Bengio · Hugo Larochelle · Mark Rowland · Will Dabney
[ Slides
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT) @ Virtual
On the Number of Linear Regions of Convolutional Neural Networks
Huan Xiong · Lei Huang · Mengyang Yu · Li Liu · Fan Zhu · Ling Shao
[ Slides
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Thu Jul 16 12:00 AM -- 12:45 AM (PDT)
PackIt: A Virtual Environment for Geometric Planning
Ankit Goyal · Jia Deng
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Deep Gaussian Markov Random Fields
Per Sidén · Fredrik Lindsten
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Thu Jul 16 12:00 AM -- 12:45 AM (PDT)
Multilinear Latent Conditioning for Generating Unseen Attribute Combinations
Markos Georgopoulos · Grigorios Chrysos · Maja Pantic · Yannis Panagakis
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
A Finite-Time Analysis of Q-Learning with Neural Network Function Approximation
Pan Xu · Quanquan Gu
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Thu Jul 16 12:00 AM -- 12:45 AM (PDT) @ Virtual
From Local SGD to Local Fixed-Point Methods for Federated Learning
Grigory Malinovsky · Dmitry Kovalev · Elnur Gasanov · Laurent CONDAT · Peter Richtarik
[ Slides
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
“Other-Play” for Zero-Shot Coordination
Hengyuan Hu · Alexander Peysakhovich · Adam Lerer · Jakob Foerster
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 11:00 PM -- 11:45 PM (PDT) @ Virtual
Option Discovery in the Absence of Rewards with Manifold Analysis
Amitay Bar · Ronen Talmon · Ron Meir
[ Slides
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Thu Jul 16 12:00 AM -- 12:45 AM (PDT)
A Geometric Approach to Archetypal Analysis via Sparse Projections
Vinayak Abrol · Pulkit Sharma
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Thu Jul 16 12:00 AM -- 12:45 AM (PDT)
Fairwashing explanations with off-manifold detergent
Christopher Anders · Plamen Pasliev · Ann-Kathrin Dombrowski · Klaus-robert Mueller · Pan Kessel
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Thu Jul 16 12:00 AM -- 12:45 AM (PDT)
Gamification of Pure Exploration for Linear Bandits
Rémy Degenne · Pierre Menard · Xuedong Shang · Michal Valko
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 11:00 PM -- 11:45 PM (PDT)
Feature Selection using Stochastic Gates
Yutaro Yamada · Ofir Lindenbaum · Sahand Negahban · Yuval Kluger
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Thu Jul 16 12:00 AM -- 12:45 AM (PDT) @ Virtual
Adaptive Gradient Descent without Descent
Yura Malitsky · Konstantin Mishchenko
[ Slides
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
The Shapley Taylor Interaction Index
Mukund Sundararajan · Kedar Dhamdhere · Ashish Agarwal
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Thu Jul 16 12:00 AM -- 12:45 AM (PDT)
PolyGen: An Autoregressive Generative Model of 3D Meshes
Charlie Nash · Yaroslav Ganin · S. M. Ali Eslami · Peter Battaglia
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Learning Near Optimal Policies with Low Inherent Bellman Error
Andrea Zanette · Alessandro Lazaric · Mykel Kochenderfer · Emma Brunskill
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Encoding Musical Style with Transformer Autoencoders
Kristy Choi · Curtis Hawthorne · Ian Simon · Monica Dinculescu · Jesse Engel
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Multidimensional Shape Constraints
Maya Gupta · Erez Louidor · Oleksandr Mangylov · Nobu Morioka · Taman Narayan · Sen Zhao
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Thu Jul 16 12:00 AM -- 12:45 AM (PDT)
Double Trouble in Double Descent: Bias and Variance(s) in the Lazy Regime
Stéphane d'Ascoli · Maria Refinetti · Giulio Biroli · Florent Krzakala
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 11:00 PM -- 11:45 PM (PDT)
DeBayes: a Bayesian Method for Debiasing Network Embeddings
Maarten Buyl · Tijl De Bie
Poster
Wed Jul 15 11:00 AM -- 11:45 AM & Wed Jul 15 10:00 PM -- 10:45 PM (PDT)
Statistically Preconditioned Accelerated Gradient Method for Distributed Optimization
Hadrien Hendrikx · Lin Xiao · Sebastien Bubeck · Francis Bach · Laurent Massoulié