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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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Papers (including subtopics)

Surprisal and Metaphor Novelty Judgments: Moderate Correlations and Divergent Scaling Effects Revealed by Corpus-Based and Synthetic Datasets EACL 2026 Suspicious Alignment of SGD:A Fine-Grained Step Size Condition Analysis ALT 2026 SVD-NO: Learning PDE Solution Operators with SVD Integral Kernels AAAI 2026 Swap Regret Minimization Through Response-Based Approachability COLT 2026 SwiftVideo: A Unified Framework for Few-Step Video Generation Through Trajectory-Distribution Alignment AAAI 2026 Syllable Structures Across Arabic Varieties EACL 2026 Symmetric Aggregation of Conformity Scores for Efficient Uncertainty Sets AAAI 2026 Symmetry Breaking for Inductive Logic Programming AAAI 2026 SymNet: A Multi-Task Network for Joint Radio Map Reconstruction and Transmitter Localization WACV 2026 SymPyBench: A Dynamic Benchmark for Scientific Reasoning with Executable Python Code EACL 2026 SyncBrain: Exploring Brain Functional Dynamics Through Neural Oscillatory Synchronization AAAI 2026 SynWeather: Weather Observation Data Synthesis Across Multiple Regions and Variables via a General Diffusion Transformer AAAI 2026 TableMBR: Minimum Bayes Risk Table Generation Based on Structural Consistency ACL 2026 TAGQuant: Token-Aware Clustering for Group-Wise Quantization EACL 2026 Take It All: Ensemble Retrieval for Multimodal Evidence Aggregation EACL 2026 Talon: Breaking the Synchronization Barrier in Speculative Decoding with Hybrid Model-based and Retrieve-based Drafting AAAI 2026 Taming the Monster Every Context: Complexity Measure and Unified Framework for Offline-Oracle Efficient Contextual Bandits COLT 2026 TAPO: Dynamic Teacher and Perturbed Answer Injection for Policy Optimization AAAI 2026 Targeting in Multi-Criteria Decision Making AAAI 2026 Targeting Misalignment: A Conflict-Aware Framework for Reward-Model-based LLM Alignment AAAI 2026 TawPipe: Topology-Aware Weight Pipeline Parallelism for Accelerating Long-Context Large Models Training AAAI 2026 TED-4DGS: Temporally Activated and Embedding-based Deformation for 4DGS Compression WACV 2026 TEMPLE: Incentivizing Temporal Understanding of Video Large Language Models via Progressive Pre-SFT Alignment AAAI 2026 Temporal-Consistent Video Restoration with Pre-trained Diffusion Models AAAI 2026 Temporal Dynamics Enhancer for Directly Trained Spiking Object Detectors AAAI 2026