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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)

G2: Guided Generation for Enhanced Output Diversity in LLMs EMNLP 2025 G-Adaptivity: optimised graph-based mesh relocation for finite element methods ICML 2025 Gain Tuning Is Not What You Need: Reward Gain Adaptation for Constrained Locomotion Learning RSS 2025 GAP: a Global Adaptive Pruning Method for Large Language Models EMNLP 2025 Gap-Dependent Bounds for Federated Q-Learning ICML 2025 Gap-Dependent Bounds for Q-Learning using Reference-Advantage Decomposition ICLR 2025 GaRAGe: A Benchmark with Grounding Annotations for RAG Evaluation ACL 2025 GARLIC: GPT-Augmented Reinforcement Learning with Intelligent Control for Vehicle Dispatching AAAI 2025 GAS: Generative Activation-Aided Asynchronous Split Federated Learning AAAI 2025 GATEAU: Selecting Influential Samples for Long Context Alignment EMNLP 2025 Gated Delta Networks: Improving Mamba2 with Delta Rule ICLR 2025 Gaussian Ensemble Belief Propagation for Efficient Inference in High-Dimensional, Black-box Systems ICLR 2025 Gaussian Mean Testing under Truncation AISTATS 2025 Gaussian Mixture Counterfactual Generator ICLR 2025 GaussianReg: Rapid 2D/3D Registration for Emergency Surgery via Explicit 3D Modeling with Gaussian Primitives ICCV 2025 GaussianSpa: An "Optimizing-Sparsifying" Simplification Framework for Compact and High-Quality 3D Gaussian Splatting CVPR 2025 GauSS-MI: Gaussian Splatting Shannon Mutual Information for Active 3D Reconstruction RSS 2025 GCG-Based Artificial Languages for Evaluating Inductive Biases of Neural Language Models CoNLL 2025 gec-metrics: A Unified Library for Grammatical Error Correction Evaluation ACL 2025 GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems EMNLP 2025 GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-Time Alignment ICLR 2025 GenDLN: Evolutionary Algorithm-Based Stacked LLM Framework for Joint Prompt Optimization ACL 2025 General framework for online-to-nonconvex conversion: Schedule-free SGD is also effective for nonconvex optimization ICML 2025 Generalisation under gradient descent via deterministic PAC-Bayes ALT 2025 Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks ICML 2025