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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)

Sycophancy Mitigation Through Reinforcement Learning with Uncertainty-Aware Adaptive Reasoning Trajectories EMNLP 2025 syftr: Pareto-Optimal Generative AI AutoML 2025 Symbolic Neural Ordinary Differential Equations AAAI 2025 SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups ICLR 2025 Symmetry-Aware GFlowNets ICML 2025 Synchronization in Learning in Periodic Zero-Sum Games Triggers Divergence from Nash Equilibrium AAAI 2025 SyncSDE: A Probabilistic Framework for Diffusion Synchronization CVPR 2025 Synonym-unaware Fast Adversarial Training against Textual Adversarial Attacks NAACL 2025 Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo ICLR 2025 Syntactic Blind Spots: How Misalignment Leads to LLMs’ Mathematical Errors EMNLP 2025 Syntax-Aware Retrieval Augmentation for Neural Symbolic Regression EMNLP 2025 Synthesis and Analysis of Data as Probability Measures With Entropy-Regularized Optimal Transport AISTATS 2025 Synthesizing Programmatic Reinforcement Learning Policies with Large Language Model Guided Search ICLR 2025 Synthesizing Realistic fMRI: A Physiological Dynamics-Driven Hierarchical Diffusion Model for Efficient fMRI Acquisition ICLR 2025 Synthetic Potential Outcomes and Causal Mixture Identifiability AISTATS 2025 Synthetic Text Generation for Training Large Language Models via Gradient Matching ICML 2025 SynthRL: Cross-domain Synthesizer Sound Matching via Reinforcement Learning IJCAI 2025 SynWorld: Virtual Scenario Synthesis for Agentic Action Knowledge Refinement ACL 2025 SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems ICLR 2025 Systematic Generalization in Language Models Scales with Information Entropy ACL 2025 System-Aware Unlearning Algorithms: Use Lesser, Forget Faster ICML 2025 Systems with Switching Causal Relations: A Meta-Causal Perspective ICLR 2025 SYSTRAN @ IWSLT 2025 Low-resource track ACL 2025 SYSUpporter Team at BEA 2025 Shared Task: Class Compensation and Assignment Optimization for LLM-generated Tutor Identification ACL 2025 TableKV: KV Cache Compression for In-Context Table Processing ACL 2025