Optimization

Small-loss Adaptive Regret for Online Convex Optimization ICML 2024 Small-scale proxies for large-scale Transformer training instabilities ICLR 2024 Small Steps and Level Sets: Fitting Neural Surface Models with Point Guidance CVPR 2024 Small steps no more: Global convergence of stochastic gradient bandits for arbitrary learning rates NeurIPS 2024 Smoothing Proximal Gradient Methods for Nonsmooth Sparsity Constrained Optimization: Optimality Conditions and Global Convergence ICML 2024 Smooth Min-Max Monotonic Networks ICML 2024 Smooth Tchebycheff Scalarization for Multi-Objective Optimization ICML 2024 Sobolev Space Regularised Pre Density Models ICML 2024 Soft ascent-descent as a stable and flexible alternative to flooding NeurIPS 2024 Soft-constrained Schrödinger Bridge: a Stochastic Control Approach AISTATS 2024 Soft convex quantization: revisiting Vector Quantization with convex optimization L4DC 2024 SoftDedup: an Efficient Data Reweighting Method for Speeding Up Language Model Pre-training ACL 2024 Soft-Label Integration for Robust Toxicity Classification NeurIPS 2024 Soft Shadow Diffusion (SSD): Physics-inspired Learning for 3D Computational Periscopy ECCV 2024 SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling NAACL 2024 Solving Attention Kernel Regression Problem via Pre-conditioner AISTATS 2024 Solving Inverse Problems via Diffusion Optimal Control NeurIPS 2024 Solving Inverse Problems with Latent Diffusion Models via Hard Data Consistency ICLR 2024 Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization AAAI 2024 Solving Satisfiability Modulo Counting for Symbolic and Statistical AI Integration with Provable Guarantees AAAI 2024 Solving Sparse \& High-Dimensional-Output Regression via Compression NeurIPS 2024 Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training ICLR 2024 SOUL: Unlocking the Power of Second-Order Optimization for LLM Unlearning EMNLP 2024 SPABA: A Single-Loop and Probabilistic Stochastic Bilevel Algorithm Achieving Optimal Sample Complexity ICML 2024 Span-Based Optimal Sample Complexity for Weakly Communicating and General Average Reward MDPs NeurIPS 2024