Optimization

Sample-Efficient Language Modeling with Linear Attention and Lightweight Enhancements EMNLP 2025 Sample Efficient Omniprediction and Downstream Swap Regret for Non-Linear Losses COLT 2025 Sample-Efficient Online Control Policy Learning with Real-Time Recursive Model Updates CoRL 2025 SampleMix: A Sample-wise Pre-training Data Mixing Strategy by Coordinating Data Quality and Diversity EMNLP 2025 Sample-specific Noise Injection for Diffusion-based Adversarial Purification ICML 2025 Sassha: Sharpness-aware Adaptive Second-order Optimization with Stable Hessian Approximation ICML 2025 ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization MLHC 2025 Scaffold with Stochastic Gradients: New Analysis with Linear Speed-Up ICML 2025 Scalable Acceleration for Classification-Based Derivative-Free Optimization AAAI 2025 Scalable Approximation Algorithms for p-Wasserstein Distance and Its Variants ICML 2025 Scalable Autoregressive Monocular Depth Estimation CVPR 2025 Scalable Benchmarking and Robust Learning for Noise-Free Ego-Motion and 3D Reconstruction from Noisy Video ICLR 2025 Scalable Discrete Diffusion Samplers: Combinatorial Optimization and Statistical Physics ICLR 2025 Scalable Equilibrium Sampling with Sequential Boltzmann Generators ICML 2025 Scalable First-order Method for Certifying Optimal k-Sparse GLMs ICML 2025 Scalable Mechanistic Neural Networks ICLR 2025 Scalable Multi-Stage Influence Function for Large Language Models via Eigenvalue-Corrected Kronecker-Factored Parameterization IJCAI 2025 Scalable Private Partition Selection via Adaptive Weighting ICML 2025 Scalable Ranked Preference Optimization for Text-to-Image Generation ICCV 2025 Scalable Sobolev IPM for Probability Measures on a Graph ICML 2025 ScaleBiO: Scalable Bilevel Optimization for LLM Data Reweighting ACL 2025 Scale Down to Speed Up: Dynamic Data Selection for Reinforcement Learning EMNLP 2025 Scale Efficient Training for Large Datasets CVPR 2025 Scaling Combinatorial Optimization Neural Improvement Heuristics with Online Search and Adaptation AAAI 2025 Scaling Data-Constrained Language Models JMLR 2025