Optimization

Joint Energy-based Model Training for Better Calibrated Natural Language Understanding Models EACL 2021 Joint Feature Enhancement and Speaker Recognition with Multi-Objective Task-Oriented Network Interspeech 2021 Joint inference and input optimization in equilibrium networks NeurIPS 2021 Joint Online Learning and Decision-making via Dual Mirror Descent ICML 2021 Jump-Starting Item Parameters for Adaptive Language Tests EMNLP 2021 Kernel-convoluted Deep Neural Networks with Data Augmentation AAAI 2021 Kernel Distributionally Robust Optimization: Generalized Duality Theorem and Stochastic Approximation AISTATS 2021 Kernel Operations on the GPU, with Autodiff, without Memory Overflows JMLR 2021 Kernel Stein Discrepancy Descent ICML 2021 KNAS: Green Neural Architecture Search ICML 2021 Knocking in the Game of Gin Rummy AAAI 2021 Knowledge Graph Representation Learning using Ordinary Differential Equations EMNLP 2021 Knowledge Refactoring for Inductive Program Synthesis AAAI 2021 KPC: Learning-Based Model Predictive Control with Deterministic Guarantees L4DC 2021 K-shot NAS: Learnable Weight-Sharing for NAS with K-shot Supernets ICML 2021 L2ight: Enabling On-Chip Learning for Optical Neural Networks via Efficient in-situ Subspace Optimization NeurIPS 2021 Label Disentanglement in Partition-based Extreme Multilabel Classification NeurIPS 2021 Label Noise SGD Provably Prefers Flat Global Minimizers NeurIPS 2021 Landmark Regularization: Ranking Guided Super-Net Training in Neural Architecture Search CVPR 2021 Landscape analysis of an improved power method for tensor decomposition NeurIPS 2021 Large Associative Memory Problem in Neurobiology and Machine Learning ICLR 2021 Large Batch Optimization for Deep Learning Using New Complete Layer-Wise Adaptive Rate Scaling AAAI 2021 Large Scale Private Learning via Low-rank Reparametrization ICML 2021 Large-Scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification ICCV 2021 LassoNet: Neural Networks with Feature Sparsity AISTATS 2021