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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)

TestNUC: Enhancing Test-Time Computing Approaches and Scaling through Neighboring Unlabeled Data Consistency ACL 2025 Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning ICLR 2025 Test-time Adaptation for Foundation Medical Segmentation Model Without Parametric Updates ICCV 2025 Test-time Adaptation for Image Compression with Distribution Regularization ICLR 2025 Test-Time Adaptation on Noisy Data via Model-Pruning-Based Filtering and Flatness-Aware Entropy Minimization AAAI 2025 Test-time Alignment of Diffusion Models without Reward Over-optimization ICLR 2025 Test-time Augmentation Improves Efficiency in Conformal Prediction CVPR 2025 Test-Time Canonicalization by Foundation Models for Robust Perception ICML 2025 Test-time Correlation Alignment ICML 2025 Test-Time Steering for Lossless Text Compression via Weighted Product of Experts EMNLP 2025 Test-Time Training Provably Improves Transformers as In-context Learners ICML 2025 TETRIS: Optimal Draft Token Selection for Batch Speculative Decoding ACL 2025 Text2PDE: Latent Diffusion Models for Accessible Physics Simulation ICLR 2025 Text2Sql: Pure Fine-Tuning and Pure Knowledge Distillation NAACL 2025 Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization EMNLP 2025 \textttconfopt: A Library for Implementation and Evaluation of Gradient-based One-Shot NAS Methods AutoML 2025 TGDPO: Harnessing Token-Level Reward Guidance for Enhancing Direct Preference Optimization ICML 2025 The 2025 ReproNLP Shared Task on Reproducibility of Evaluations in NLP: Overview and Results ACL 2025 The Adaptive Complexity of Finding a Stationary Point COLT 2025 The Adaptive Q-Network for Recommendation Tasks with Dynamic Item Space AAAI 2025 The AdEMAMix Optimizer: Better, Faster, Older ICLR 2025 The Alternative Annotator Test for LLM-as-a-Judge: How to Statistically Justify Replacing Human Annotators with LLMs ACL 2025 The Art of Deception: Color Visual Illusions and Diffusion Models CVPR 2025 The Bandit Whisperer: Communication Learning for Restless Bandits AAAI 2025 The Batch Complexity of Bandit Pure Exploration ICML 2025