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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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Papers (including subtopics)

Efficient Optimization with Orthogonality Constraint: a Randomized Riemannian Submanifold Method ICML 2025 Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing ACL 2025 Efficient PAC Learning of Halfspaces with Constant Malicious Noise Rate ALT 2025 Efficient Pretraining Data Selection for Language Models via Multi-Actor Collaboration ACL 2025 Efficient Real-time Refinement of Language Model Text Generation EMNLP 2025 Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection (Extended Abstract) IJCAI 2025 Efficient Reinforcement Learning with Large Language Model Priors ICLR 2025 Efficient Robustness Evaluation via Constraint Relaxation AAAI 2025 Efficient Safety Alignment of Large Language Models via Preference Re-ranking and Representation-based Reward Modeling ACL 2025 Efficient Skill Discovery via Regret-Aware Optimization ICML 2025 Efficient Solutions For An Intriguing Failure of LLMs: Long Context Window Does Not Mean LLMs Can Analyze Long Sequences Flawlessly COLING 2025 Efficient stagewise pretraining via progressive subnetworks ICLR 2025 Efficient Test-time Adaptive Object Detection via Sensitivity-Guided Pruning CVPR 2025 Efficient Top-m Data Values Identification for Data Selection ICLR 2025 Efficient Training of Neural Fractional-Order Differential Equation via Adjoint Backpropagation AAAI 2025 Efficient Training of Neural Stochastic Differential Equations by Matching Finite Dimensional Distributions ICLR 2025 Efficient Visual Representation Learning with Heat Conduction Equation IJCAI 2025 EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba AAAI 2025 EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning EMNLP 2025 EFSkip: A New Error Feedback with Linear Speedup for Compressed Federated Learning with Arbitrary Data Heterogeneity AAAI 2025 EFX Feasible Scheduling for Time-dependent Resources IJCAI 2025 EG-ENAS: Efficient and Generalizable Evolutionary Neural Architecture Search for Image Classification AutoML 2025 EGPlace: An Efficient Macro Placement Method via Evolutionary Search with Greedy Repositioning Guided Mutation ICML 2025 Ehrenfeucht-Haussler Rank and Chain of Thought ICML 2025 Eigen Analysis of Conjugate Kernel and Neural Tangent Kernel ICML 2025