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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

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52
352
828
3,646
5,854
2000
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Papers (including subtopics)

Credit Assignment and Fine-Tuning Enhanced Reinforcement Learning for Collaborative Spatial Crowdsourcing IJCAI 2025 Credit-based self organizing maps: training deep topographic networks with minimal performance degradation ICLR 2025 CREST: An Efficient Conjointly-trained Spike-driven Framework for Event-based Object Detection Exploiting Spatiotemporal Dynamics AAAI 2025 CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation AAAI 2025 Critical Influence of Overparameterization on Sharpness-aware Minimization UAI 2025 Critical Thinking: Which Kinds of Complexity Govern Optimal Reasoning Length? IJCNLP 2025 Critic-CoT: Boosting the Reasoning Abilities of Large Language Model via Chain-of-Thought Critic ACL 2025 Cross-Entropy Is All You Need To Invert the Data Generating Process ICLR 2025 Cross-Lingual Pitfalls: Automatic Probing Cross-Lingual Weakness of Multilingual Large Language Models ACL 2025 Cross-Modal Feature Alignment and MMD Improve Robustness of Prompt Tuning WACV 2025 Cross-modality Matching and Prediction of Perturbation Responses with Labeled Gromov-Wasserstein Optimal Transport AISTATS 2025 Cross-regularization: Adaptive Model Complexity through Validation Gradients ICML 2025 Cross-Task Affinity Learning for Multitask Dense Scene Predictions WACV 2025 Cross-Validated Off-Policy Evaluation AAAI 2025 Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia ACL 2025 CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation ACL 2025 cryoSPHERE: Single-Particle HEterogeneous REconstruction from cryo EM ICLR 2025 Crypto-LLM: Two-Stage Language Model Pre-training with Ciphered and Natural Language Data IJCNLP 2025 CSAHFL:Clustered Semi-Asynchronous Hierarchical Federated Learning for Dual-layer Non-IID in Heterogeneous Edge Computing Networks IJCAI 2025 CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery ICLR 2025 CSG-ODE: ControlSynth Graph ODE For Modeling Complex Evolution of Dynamic Graphs ICML 2025 CSTree-SRI: Introspection-Driven Cognitive Semantic Tree for Multi-Turn Question Answering over Extra-Long Contexts ACL 2025 CTBench: A Library and Benchmark for Certified Training ICML 2025 Ctrl-U: Robust Conditional Image Generation via Uncertainty-aware Reward Modeling ICLR 2025 Cubic regularized subspace Newton for non-convex optimization AISTATS 2025