Optimization

Adversarial Training and Provable Robustness: A Tale of Two Objectives AAAI 2021 Advice-Guided Reinforcement Learning in a non-Markovian Environment AAAI 2021 A Fast and Robust Method for Global Topological Functional Optimization AISTATS 2021 A Fast Globally Linearly Convergent Algorithm for the Computation of Wasserstein Barycenters JMLR 2021 A Few Queries Go a Long Way: Information-Distortion Tradeoffs in Matching AAAI 2021 Affine Invariant Analysis of Frank-Wolfe on Strongly Convex Sets ICML 2021 A first-order primal-dual method with adaptivity to local smoothness NeurIPS 2021 A Generalized Loss Function for Crowd Counting and Localization CVPR 2021 A Geometric Structure of Acceleration and Its Role in Making Gradients Small Fast NeurIPS 2021 Agnostic Learning of Halfspaces with Gradient Descent via Soft Margins ICML 2021 A Gradient Based Strategy for Hamiltonian Monte Carlo Hyperparameter Optimization ICML 2021 A Gradient Flow Framework For Analyzing Network Pruning ICLR 2021 A Gradient Method for Multilevel Optimization NeurIPS 2021 A Hybrid Bandit Framework for Diversified Recommendation AAAI 2021 A Hybrid Variance-Reduced Method for Decentralized Stochastic Non-Convex Optimization ICML 2021 Algorithmic Instabilities of Accelerated Gradient Descent NeurIPS 2021 AligNarr: Aligning Narratives on Movies ACL 2021 Alignment Attention by Matching Key and Query Distributions NeurIPS 2021 A Limited-Capacity Minimax Theorem for Non-Convex Games or: How I Learned to Stop Worrying about Mixed-Nash and Love Neural Nets AISTATS 2021 Allocating Large Vocabulary Capacity for Cross-Lingual Language Model Pre-Training EMNLP 2021 Almost Optimal Anytime Algorithm for Batched Multi-Armed Bandits ICML 2021 Almost sure convergence rates for Stochastic Gradient Descent and Stochastic Heavy Ball COLT 2021 A Local Convergence Theory for Mildly Over-Parameterized Two-Layer Neural Network COLT 2021 AlphaMatch: Improving Consistency for Semi-Supervised Learning With Alpha-Divergence CVPR 2021 AlphaNet: Improved Training of Supernets with Alpha-Divergence ICML 2021