Optimization & Theory

A Faster Decentralized Algorithm for Nonconvex Minimax Problems NeurIPS 2021 A Flexible Framework for Communication-Efficient Machine Learning AAAI 2021 Against Membership Inference Attack: Pruning is All You Need IJCAI 2021 A Generalized Loss Function for Crowd Counting and Localization CVPR 2021 A Law of Robustness for Two-Layers Neural Networks COLT 2021 A Lazy Approach to Long-Horizon Gradient-Based Meta-Learning ICCV 2021 Alternating Direction Method of Multipliers for Quantization AISTATS 2021 Amata: An Annealing Mechanism for Adversarial Training Acceleration AAAI 2021 A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks ICLR 2021 A Modular Analysis of Provable Acceleration via Polyak’s Momentum: Training a Wide ReLU Network and a Deep Linear Network ICML 2021 An algorithmic view of L2 regularization and some path-following algorithms JMLR 2021 An Alternative Probabilistic Interpretation of the Huber Loss CVPR 2021 Analysis of the Optimization Landscape of Linear Quadratic Gaussian (LQG) Control L4DC 2021 Analytic Insights into Structure and Rank of Neural Network Hessian Maps NeurIPS 2021 Analytic Study of Families of Spurious Minima in Two-Layer ReLU Neural Networks: A Tale of Symmetry II NeurIPS 2021 Analyzing the Expressive Power of Graph Neural Networks in a Spectral Perspective ICLR 2021 Analyzing the Source and Target Contributions to Predictions in Neural Machine Translation ACL 2021 Anaphora Resolution in Dialogue: Cross-Team Analysis of the DFKI-TalkingRobots Team Submissions for the CODI-CRAC 2021 Shared-Task EMNLP 2021 An Efficient Transformer Decoder with Compressed Sub-layers AAAI 2021 An Inertial Newton Algorithm for Deep Learning JMLR 2021 An Information-Theoretic Characterization of Morphological Fusion EMNLP 2021 A Novel Visual Interpretability for Deep Neural Networks by Optimizing Activation Maps with Perturbation AAAI 2021 Anycost GANs for Interactive Image Synthesis and Editing CVPR 2021 Any-Precision Deep Neural Networks AAAI 2021 Anytime Inference with Distilled Hierarchical Neural Ensembles AAAI 2021