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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)

ParsCORE: The Persian Corpus of Online Registers EACL 2026 Partition Function Estimation under Bounded f-Divergence COLT 2026 PaSE: Prototype-aligned Calibration and Shapley-based Equilibrium for Multimodal Sentiment Analysis AAAI 2026 PASS: Probabilistic Agentic Supernet Sampling for Interpretable and Adaptive Chest X-Ray Reasoning AAAI 2026 PC-Flow: Preference Alignment in Flow Matching via Classifier AAAI 2026 PCGS: Progressive Compression of 3D Gaussian Splatting AAAI 2026 PEGNet: A Physics-Embedded Graph Network for Long-Term Stable Multiphysics Simulation AAAI 2026 Pelican Soup Framework: A Theoretical Framework for Language Model Capabilities EACL 2026 PEOAT: Personalization-Guided Evolutionary Question Assembly for One-Shot Adaptive Testing AAAI 2026 Perfect Matching Map Recovery Under Unknown Scalar Affine Transformation UAI 2026 Performance of Conformal Prediction in Capturing Aleatoric Uncertainty WACV 2026 Persistence Diagrams Estimation of Multivariate Piecewise Hölder-continuous Signals JMLR 2026 Persistent Backdoor Attacks Under Continual Fine-Tuning of LLMs AAAI 2026 Personal Information Parroting in Language Models EACL 2026 Personalized Federated Learning with Bidirectional Communication Compression via One-Bit Random Sketching AAAI 2026 Phase Transition for Stochastic Block Model with more than $\sqrtn$ Communities COLT 2026 Phase Transition in Convex Relaxations for Graph Alignment COLT 2026 Phase Transition of Regret for Logistic Regression with Large Weights ALT 2026 Phase Transitions in Affective Meaning Divergence: The Hidden Drift Before the Break ACL 2026 Physics-Aware Accelerated Unrolling Model for Sparse-View CT Reconstruction AAAI 2026 Physics-Informed Approach for Exploratory Hamilton–Jacobi–Bellman Equations via Policy Iterations AAAI 2026 Physics-Informed Deformable Gaussian Splatting: Towards Unified Constitutive Laws for Time-Evolving Material Field AAAI 2026 Physics-Informed Koopman Neural Estimation of the Heston Model from High-Frequency Observations AAAI 2026 Physics-Informed Multi-Task Learning for Battery State of Health Prediction with Uncertainty Quantification AAAI 2026 PINGS-X: Physics-Informed Normalized Gaussian Splatting with Axes Alignment for Efficient Super-Resolution of 4D Flow MRI AAAI 2026