Optimization

ImbSAM: A Closer Look at Sharpness-Aware Minimization in Class-Imbalanced Recognition ICCV 2023 Implementing Contextual Biasing in GPU Decoder for Online ASR Interspeech 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 Distribution Matching for Dataset Condensation CVPR 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 Label Assignments Learning by Dynamic Sample Dropout Combined with Layer-wise Optimization in Speech Separation Interspeech 2023 INGENIOUS: Using Informative Data Subsets for Efficient Pre-Training of Language Models EMNLP 2023 ISAAC Newton: Input-based Approximate Curvature for Newton's Method ICLR 2023 KDEformer: Accelerating Transformers via Kernel Density Estimation ICML 2023 LagNet: Deep Lagrangian Mechanics for Plug-and-Play Molecular Representation Learning AAAI 2023 Landscape Surrogate: Learning Decision Losses for Mathematical Optimization Under Partial Information NeurIPS 2023 Large deviations rates for stochastic gradient descent with strongly convex functions AISTATS 2023 Learning differentiable solvers for systems with hard constraints ICLR 2023 Learning Fractals by Gradient Descent AAAI 2023 Learn Your Tokens: Word-Pooled Tokenization for Language Modeling EMNLP 2023 Linear Regularizers Enforce the Strict Saddle Property AAAI 2023 LOFT: Finding Lottery Tickets through Filter-wise Training AISTATS 2023 Long Horizon Temperature Scaling ICML 2023 Loss-Curvature Matching for Dataset Selection and Condensation AISTATS 2023 Lottery Tickets in Evolutionary Optimization: On Sparse Backpropagation-Free Trainability ICML 2023 Low-Variance Gradient Estimation in Unrolled Computation Graphs with ES-Single ICML 2023