optimization

A Parameter-Free and Near-Optimal Zeroth-Order Algorithm for Stochastic Convex Optimization ICML 2025 Cover learning for large-scale topology representation ICML 2025 David and Goliath: Small One-step Model Beats Large Diffusion with Score Post-training ICML 2025 Discovering Global False Negatives On the Fly for Self-supervised Contrastive Learning ICML 2025 Dissecting Submission Limit in Desk-Rejections: A Mathematical Analysis of Fairness in AI Conference Policies ICML 2025 Distillation Scaling Laws ICML 2025 Diversity By Design: Leveraging Distribution Matching for Offline Model-Based Optimization ICML 2025 Fast, Accurate Manifold Denoising by Tunneling Riemannian Optimization ICML 2025 Large Language Models are Demonstration Pre-Selectors for Themselves ICML 2025 Leveraging Predictive Equivalence in Decision Trees ICML 2025 Non-Euclidean High-Order Smooth Convex Optimization Extended Abstract COLT 2025 Obeying the Order: Introducing Ordered Transfer Hyperparameter Optimization AutoML 2025 On the Local Complexity of Linear Regions in Deep ReLU Networks ICML 2025 Optimizing Adaptive Attacks against Watermarks for Language Models ICML 2025 Position: A Theory of Deep Learning Must Include Compositional Sparsity ICML 2025 Revolve: Optimizing AI Systems by Tracking Response Evolution in Textual Optimization ICML 2025 Selective Response Strategies for GenAI ICML 2025 SERENA: A Unified Stochastic Recursive Variance Reduced Gradient Framework for Riemannian Non-Convex Optimization ICML 2025 The Perils of Optimizing Learned Reward Functions: Low Training Error Does Not Guarantee Low Regret ICML 2025 Unified Screening for Multiple Diseases ICML 2025 Contrastive Predict-and-Search for Mixed Integer Linear Programs ICML 2024 Differentiability and Optimization of Multiparameter Persistent Homology ICML 2024 FADAS: Towards Federated Adaptive Asynchronous Optimization ICML 2024 GPTSwarm: Language Agents as Optimizable Graphs ICML 2024 IW-GAE: Importance weighted group accuracy estimation for improved calibration and model selection in unsupervised domain adaptation ICML 2024