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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)

Trajectory-Level Experimental Design for Fast Safety Parameter Estimation of Unknown Environments by Autonomous Systems L4DC 2026 Transferable Hypergraph Attack via Injecting Nodes into Pivotal Hyperedges AAAI 2026 Transfer Learning via Regularized Random-effects Linear Discriminant Analysis JMLR 2026 Transformers in Pseudo-Random Number Generation: A Dual Perspective on Theory and Practice AAAI 2026 Transformer with Controlled Attention for Synchronous Motion Captioning AAAI 2026 Tree-Based Stochastic Optimization for Solving Large-Scale Urban Network Security Games AAAI 2026 Trimming the Fat: Redundancy-Aware Acceleration Framework for DGNNs AAAI 2026 TRT: Harnessing Tensor Ring Transformer for Hyperspectral Image Super-Resolution AAAI 2026 Truly Adapting to Adversarial Constraints in Constrained MABs COLT 2026 Truncated Counterfactual Learning for Anytime Multi-Agent Path Finding AAAI 2026 TrustEnergy: A Unified Framework for Accurate and Reliable User-level Energy Usage Prediction AAAI 2026 T-SKM-Net: Trainable Neural Network Framework for Linear Constraint Satisfaction via Sampling Kaczmarz-Motzkin Method AAAI 2026 TSPO: Temporal Sampling Policy Optimization for Long-form Video Language Understanding AAAI 2026 TTA-Bench: A Comprehensive Benchmark for Evaluating Text-to-Audio Models AAAI 2026 TTF: A Trapezoidal Temporal Fusion Framework for LTV Forecasting in Douyin AAAI 2026 Tuning for Two Adversaries: Enhancing the Robustness Against Transfer and Query-Based Attacks Using Hyperparameter Tuning AAAI 2026 TweezeEdit: Consistent and Efficient Image Editing with Path Regularization AAAI 2026 Two Constraint Compilation Methods for Lifted Planning AAAI 2026 UCPO: A Universal Constrained Combinatorial Optimization Method via Preference Optimization AAAI 2026 UDA: Unsupervised Debiasing Alignment for Pair-wise LLM-as-a-Judge AAAI 2026 UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning AAAI 2026 Ultra-Low-Dimensional Prompt Tuning via Random Projection EACL 2026 Unbiased Rectification for Sequential Recommender Systems Under Fake Orders AAAI 2026 Uncertainty-Based Methods for Automated Process Reward Data Construction and Output Aggregation in Mathematical Reasoning AAAI 2026 Uncertainty-Propelled Physics-MAE Fusion for Self-Supervised Diffusion-Weighted Image Denoising AAAI 2026