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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)

Linearization Turns Neural Operators into Function-Valued Gaussian Processes ICML 2025 Linearized Wasserstein Barycenters: Synthesis, Analysis, Representational Capacity, and Applications AISTATS 2025 Linear Mode Connectivity between Multiple Models modulo Permutation Symmetries ICML 2025 Linear Mode Connectivity in Differentiable Tree Ensembles ICLR 2025 Linear Partial Gromov-Wasserstein Embedding ICLR 2025 Linear Recency Bias During Training Improves Transformers’ Fit to Reading Times COLING 2025 Linear SCM Identification in the Presence of Confounders and Gaussian Noise ICLR 2025 Linear Separation Capacity of Self-Supervised Representation Learning JMLR 2025 Linear Streaming Bandit: Regret Minimization and Fixed-Budget Epsilon-Best Arm Identification AAAI 2025 Linear-Time Demonstration Selection for In-Context Learning via Gradient Estimation EMNLP 2025 LineFlow: A Framework to Learn Active Control of Production Lines ICML 2025 Lines of Thought in Large Language Models ICLR 2025 Lipschitz Bandits in Optimal Space ICLR 2025 List Update with Prediction AAAI 2025 Literature-Grounded Novelty Assessment of Scientific Ideas ACL 2025 LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code ICLR 2025 LIVS: A Pluralistic Alignment Dataset for Inclusive Public Spaces ICML 2025 LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering ACL 2025 LLM Alignment as Retriever Optimization: An Information Retrieval Perspective ICML 2025 LLMAP: LLM-Assisted Multi-Objective Route Planning with User Preferences EMNLP 2025 LLM as a Broken Telephone: Iterative Generation Distorts Information ACL 2025 LLM-based post-editing as reference-free GEC evaluation ACL 2025 LLM-based Rumor Detection via Influence Guided Sample Selection and Game-based Perspective Analysis ACL 2025 LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback ACL 2025 LLM Data Selection and Utilization via Dynamic Bi-level Optimization ICML 2025