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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)

Sketching as a Tool for Understanding and Accelerating Self-attention for Long Sequences NAACL 2022 Sketching based Representations for Robust Image Classification with Provable Guarantees NeurIPS 2022 Skill-based Model-based Reinforcement Learning CoRL 2022 Sliced Wasserstein variational inference ACML 2022 Sliding-Seeking Control: Model-Free Optimization with Safety Constraints L4DC 2022 SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization JMLR 2022 Smart Out-of-Home Advertising Using Artificial Intelligence and GIS Data AAAI 2022 Smoothed Adversarial Linear Contextual Bandits with Knapsacks ICML 2022 Smoothed Online Convex Optimization Based on Discounted-Normal-Predictor NeurIPS 2022 Smoothed Online Learning is as Easy as Statistical Learning COLT 2022 Smoothing Advantage Learning AAAI 2022 Smooth Maximum Unit: Smooth Activation Function for Deep Networks Using Smoothing Maximum Technique CVPR 2022 SnAKe: Bayesian Optimization with Pathwise Exploration NeurIPS 2022 Sobolev Acceleration and Statistical Optimality for Learning Elliptic Equations via Gradient Descent NeurIPS 2022 Sobolev Norm Learning Rates for Conditional Mean Embeddings AISTATS 2022 Social Learning in Non-Stationary Environments ALT 2022 Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic Optimization AAAI 2022 Society of Agents: Regret Bounds of Concurrent Thompson Sampling NeurIPS 2022 SoFaiR: Single Shot Fair Representation Learning IJCAI 2022 Softmax Bottleneck Makes Language Models Unable to Represent Multi-mode Word Distributions ACL 2022 Soft Robots Learn to Crawl: Jointly Optimizing Design and Control with Sim-to-Real Transfer RSS 2022 Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation ICML 2022 Solving Marginal MAP Exactly by Probabilistic Circuit Transformations AISTATS 2022 Solving Multi-Arm Bandit Using a Few Bits of Communication AISTATS 2022 Solving PDE-Constrained Control Problems Using Operator Learning AAAI 2022