Optimization

Revive Re-weighting in Imbalanced Learning by Density Ratio Estimation NeurIPS 2024 Rewrite the Stars CVPR 2024 Robust and Faster Zeroth-Order Minimax Optimization: Complexity and Applications NeurIPS 2024 Robust Approximate Sampling via Stochastic Gradient Barker Dynamics AISTATS 2024 SAMPa: Sharpness-aware Minimization Parallelized NeurIPS 2024 Scalable Neural Network Verification with Branch-and-bound Inferred Cutting Planes NeurIPS 2024 Scalable Optimization in the Modular Norm NeurIPS 2024 Scaled Decoupled Distillation CVPR 2024 Scaling Laws and Compute-Optimal Training Beyond Fixed Training Durations NeurIPS 2024 Scaling Laws for Data Filtering-- Data Curation cannot be Compute Agnostic CVPR 2024 Scaling Laws in Linear Regression: Compute, Parameters, and Data NeurIPS 2024 Searching for Efficient Linear Layers over a Continuous Space of Structured Matrices NeurIPS 2024 Second-order forward-mode optimization of recurrent neural networks for neuroscience NeurIPS 2024 Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion Model CVPR 2024 Self-Calibrating Vicinal Risk Minimisation for Model Calibration CVPR 2024 Self-Refining Diffusion Samplers: Enabling Parallelization via Parareal Iterations NeurIPS 2024 Separation and Bias of Deep Equilibrium Models on Expressivity and Learning Dynamics NeurIPS 2024 SequentialAttention++ for Block Sparsification: Differentiable Pruning Meets Combinatorial Optimization NeurIPS 2024 Set-based Neural Network Encoding Without Weight Tying NeurIPS 2024 SGD vs GD: Rank Deficiency in Linear Networks NeurIPS 2024 SGLang: Efficient Execution of Structured Language Model Programs NeurIPS 2024 SHINOBI: Shape and Illumination using Neural Object Decomposition via BRDF Optimization In-the-wild CVPR 2024 Shuffling Gradient-Based Methods for Nonconvex-Concave Minimax Optimization NeurIPS 2024 SimFair: Physics-Guided Fairness-Aware Learning with Simulation Models AAAI 2024 Single-Loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions NeurIPS 2024