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Optimization & Theory

43,292 papers (3 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Optimization (17,731) Learning Theory (6,809) Bayesian Inference (6,267) Theory (5,579) Statistical Learning (4,564) Neural Network Optimization (4,155) Stochastic Processes (2,948) Stochastic Methods (1,283) Loss Functions (1,220) Distributed Learning (1,202) Online Algorithms (1,013) Statistics (822) Generalization (376) Information Theory (370) Sample Complexity (282) Sparse Optimization (241) Game Theory (151) Convex Optimization (132) Optimal Transport (104) Robust Optimization (84) Distributed Optimization (73) Approximation Algorithms (33)

Papers per year

1
52
352
828
3,646
5,854
2000
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'25

Papers (including subtopics)

Provably Efficient Algorithm for Best Scoring Rule Identification in Online Principal-Agent Information Acquisition ICML 2025 Provably Efficient Exploration in Inverse Constrained Reinforcement Learning ICML 2025 Provably Efficient RL for Linear MDPs under Instantaneous Safety Constraints in Non-Convex Feature Spaces ICML 2025 Provably Improving Generalization of Few-shot models with Synthetic Data ICML 2025 Provably Near-Optimal Federated Ensemble Distillation with Negligible Overhead ICML 2025 Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning ICLR 2025 Proving Olympiad Inequalities by Synergizing LLMs and Symbolic Reasoning ICLR 2025 ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025 Proximal Algorithm Unrolling: Flexible and Efficient Reconstruction Networks for Single-Pixel Imaging CVPR 2025 Proximal Mapping Loss: Understanding Loss Functions in Crowd Counting & Localization ICLR 2025 PruneCD: Contrasting Pruned Self Model to Improve Decoding Factuality EMNLP 2025 Prune ’n Predict: Optimizing LLM Decision-making with Conformal Prediction ICML 2025 Pruning Large Language Models with Semi-Structural Adaptive Sparse Training AAAI 2025 PScalpel: A Machine Learning-based Guider for Protein Phase-Separating Behaviour Alteration AAAI 2025 PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization AAAI 2025 P-SPIKESSM: HARNESSING PROBABILISTIC SPIKING STATE SPACE MODELS FOR LONG-RANGE DEPENDENCY TASKS ICLR 2025 PTQ1.61: Push the Real Limit of Extremely Low-Bit Post-Training Quantization Methods for Large Language Models ACL 2025 PTQ4VM: Post-Training Quantization for Visual Mamba WACV 2025 Pure Exploration with Feedback Graphs AISTATS 2025 Pursuing Better Decision Boundaries for Long-Tailed Object Detection via Category Information Amount ICLR 2025 Putting People in LLMs’ Shoes: Generating Better Answers via Question Rewriter AAAI 2025 Puzzle: Distillation-Based NAS for Inference-Optimized LLMs ICML 2025 PVMamba: Parallelizing Vision Mamba via Dynamic State Aggregation ICCV 2025 Pyramidal Flow Matching for Efficient Video Generative Modeling ICLR 2025 Pyrrha: Congestion-Root-Based Flow Control to Eliminate Head-of-Line Blocking in Datacenter NSDI 2025