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

Neural Solver Selection for Combinatorial Optimization ICML 2025 Neural Variable-Order Fractional Differential Equation Networks AAAI 2025 Neural Video Compression with Context Modulation CVPR 2025 Neuromorphic Sequential Arena: A Benchmark for Neuromorphic Temporal Processing IJCAI 2025 Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models ICLR 2025 NeuronMerge: Merging Models via Functional Neuron Groups ACL 2025 Neuron Similarity-Based Neural Network Verification via Abstraction and Refinement IJCAI 2025 NeuronTune: Towards Self-Guided Spurious Bias Mitigation ICML 2025 Neuro-Symbolic Artificial Intelligence: A Task-Directed Survey in the Black-Box Models Era IJCAI 2025 Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language Models IJCAI 2025 Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors (Extended Abstract) IJCAI 2025 New Bounds for Sparse Variational Gaussian Processes ICML 2025 New Compilation Languages Based on Restricted Weak Decomposability AAAI 2025 New Lower Bounds for Non-Convex Stochastic Optimization through Divergence Decomposition COLT 2025 NHK Submission to WAT 2025: Leveraging Preference Optimization for Article-level Japanese–English News Translation AACL 2025 NICE Data Selection for Instruction Tuning in LLMs with Non-differentiable Evaluation Metric ICML 2025 NITK-VITAL at SemEval-2025 Task 11: Focal-RoBERTa: Addressing Class Imbalance in Multi-Label Emotion Classification SemEval 2025 NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models EMNLP 2025 NLP-Cimat at SemEval-2025 Task 11: Prompt Optimization for LLMs via Genetic Algorithms and Systematic Mutation applied on Emotion Detection SemEval 2025 NLP-ResTeam at LeWiDi-2025:Performance Shifts in Perspective Aware Models based on Evaluation Metrics EMNLP 2025 NN-Former: Rethinking Graph Structure in Neural Architecture Representation CVPR 2025 Node Similarities under Random Projections: Limits and Pathological Cases ICLR 2025 No Equations Needed: Learning System Dynamics Without Relying on Closed-Form ODEs ICLR 2025 No Free Lunch: Fundamental Limits of Learning Non-Hallucinating Generative Models ICLR 2025 Noise2Score3D: Tweedie's Approach for Unsupervised Point Cloud Denoising ICCV 2025