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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)

UnHiPPO: Uncertainty-aware Initialization for State Space Models ICML 2025 UNIALIGN: Scaling Multimodal Alignment within One Unified Model CVPR 2025 UniAP: Unifying Inter- and Intra-Layer Automatic Parallelism by Mixed Integer Quadratic Programming CVPR 2025 UniBuc-AE at SemEval-2025 Task 7: Training Text Embedding Models for Multilingual and Crosslingual Fact-Checked Claim Retrieval SemEval 2025 UniCBE: An Uniformity-driven Comparing Based Evaluation Framework with Unified Multi-Objective Optimization ICLR 2025 UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP ICLR 2025 Unified Analysis of Continuous Weak Features Learning with Applications to Learning from Missing Data ICML 2025 Unified Convergence Analysis for Score-Based Diffusion Models with Deterministic Samplers ICLR 2025 Unified Discrete Diffusion for Categorical Data JMLR 2025 Unified Uncertainty-Aware Diffusion for Multi-Agent Trajectory Modeling CVPR 2025 Uniform Mean Estimation for Heavy-Tailed Distributions via Median-of-Means ICML 2025 Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory AISTATS 2025 Unifying Streaming and Non-streaming Zipformer-based ASR ACL 2025 Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models ACL 2025 UniICL: An Efficient ICL Framework Unifying Compression, Selection, and Generation ACL 2025 uniINF: Best-of-Both-Worlds Algorithm for Parameter-Free Heavy-Tailed MABs ICLR 2025 Unilaw-R1: A Large Language Model for Legal Reasoning with Reinforcement Learning and Iterative Inference EMNLP 2025 UniMath-CoT: A Unified Framework for Multimodal Mathematical Reasoning with Re-Inference Affirmation EMNLP 2025 Unique Hard Attention: A Tale of Two Sides ACL 2025 Uni-SLAM: Uncertainty-Aware Neural Implicit SLAM for Real-Time Dense Indoor Scene Reconstruction WACV 2025 Unisolver: PDE-Conditional Transformers Towards Universal Neural PDE Solvers ICML 2025 Unity in Diversity: Video Editing via Gradient-Latent Purification CVPR 2025 Universal Approximation Theorem of Deep Q-Networks ICML 2025 Universal generalization guarantees for Wasserstein distributionally robust models ICLR 2025 Universality of High-Dimensional Logistic Regression and a Novel CGMT under Dependence with Applications to Data Augmentation COLT 2025