Optimization & Theory

Implementing Contextual Biasing in GPU Decoder for Online ASR Interspeech 2023 Implicit Bias in Leaky ReLU Networks Trained on High-Dimensional Data ICLR 2023 Implicit Bias of Gradient Descent for Mean Squared Error Regression with Two-Layer Wide Neural Networks JMLR 2023 Implicit Bias of Gradient Descent for Two-layer ReLU and Leaky ReLU Networks on Nearly-orthogonal Data NeurIPS 2023 Implicit Bias of Large Depth Networks: a Notion of Rank for Nonlinear Functions ICLR 2023 Implicit Jacobian regularization weighted with impurity of probability output ICML 2023 Implicit regularization in Heavy-ball momentum accelerated stochastic gradient descent ICLR 2023 Implicit Stochastic Gradient Descent for Training Physics-Informed Neural Networks AAAI 2023 Improved Bounds for Multi-task Learning with Trace Norm Regularization COLT 2023 Improved Convergence in High Probability of Clipped Gradient Methods with Heavy Tailed Noise NeurIPS 2023 Improved Distribution Matching for Dataset Condensation CVPR 2023 Improved Powered Stochastic Optimization Algorithms for Large-Scale Machine Learning JMLR 2023 Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEs ICML 2023 Improving Bi-level Optimization Based Methods with Inspiration from Humans’ Classroom Study Techniques ICML 2023 Improving generalization in large langue model by learning prefix subspaces EMNLP 2023 Improving Interpretability of Deep Sequential Knowledge Tracing Models with Question-centric Cognitive Representations AAAI 2023 Improving Interpretability via Explicit Word Interaction Graph Layer AAAI 2023 Improving Label Assignments Learning by Dynamic Sample Dropout Combined with Layer-wise Optimization in Speech Separation Interspeech 2023 Improving Long Context Document-Level Machine Translation ACL 2023 Influence Scores at Scale for Efficient Language Data Sampling EMNLP 2023 Information Magnitude Based Dynamic Sub-sampling for Speech-to-text Interspeech 2023 INGENIOUS: Using Informative Data Subsets for Efficient Pre-Training of Language Models EMNLP 2023 Initialization Noise in Image Gradients and Saliency Maps CVPR 2023 Instance-Dependent Generalization Bounds via Optimal Transport JMLR 2023 InstantAvatar: Learning Avatars From Monocular Video in 60 Seconds CVPR 2023