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Optimization

12,959 papers (55 classified directly here)

Subtopics

Continuous Optimization (3,907) Stochastic Methods (2,788) Combinatorial Optimization (2,409) Online Algorithms (2,192) Optimization (1,207) Game Theory (944) Discrete Optimization (705) Convex Optimization (591) Optimal Transport (369) Sparse Optimization (347) Optimal Control (225) Global Optimization (190) Distributed Learning (157) Multi-Objective Optimization (125) Approximation Algorithms (110) Bayesian Optimization (100) Distributed Optimization (99) Theory (98) Non-Convex Optimization (76) Kernel Methods (73) Compressed Sensing (72) Robust Optimization (70) Evolutionary Algorithm (58) Linear Programming (43) Algorithms (10) Algorithm (10) Integer Programming (9) Submodular Optimization (9) Matrix Completion (8) Bilevel Optimization (8) Tensor Decomposition (6) Regularization (5)

Papers per year

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Papers (including subtopics)

Faster One-Sample Stochastic Conditional Gradient Method for Composite Convex Minimization AISTATS 2022
Adversarial Tracking Control via Strongly Adaptive Online Learning with Memory AISTATS 2022
Debiasing Samples from Online Learning Using Bootstrap AISTATS 2022
Convergence of online k-means AISTATS 2022
Regret Bounds for Expected Improvement Algorithms in Gaussian Process Bandit Optimization AISTATS 2022
Optimal estimation of Gaussian DAG models AISTATS 2022
Improved Approximation Algorithms for Individually Fair Clustering AISTATS 2022
Best Arm Identification with Safety Constraints AISTATS 2022
On the complexity of the optimal transport problem with graph-structured cost AISTATS 2022
Second-Order Sensitivity Analysis for Bilevel Optimization AISTATS 2022
Fast Sparse Classification for Generalized Linear and Additive Models AISTATS 2022
Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022
Convex Analysis of the Mean Field Langevin Dynamics AISTATS 2022
On the Convergence of Stochastic Extragradient for Bilinear Games using Restarted Iteration Averaging AISTATS 2022
Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics AISTATS 2022
Efficient and passive learning of networked dynamical systems driven by non-white exogenous inputs AISTATS 2022
Finite Sample Analysis of Mean-Volatility Actor-Critic for Risk-Averse Reinforcement Learning AISTATS 2022
A Non-asymptotic Approach to Best-Arm Identification for Gaussian Bandits AISTATS 2022
Efficient computation of the the volume of a polytope in high-dimensions using Piecewise Deterministic Markov Processes AISTATS 2022
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations AISTATS 2022
On a Connection Between Fast and Sparse Oblivious Subspace Embeddings AISTATS 2022
Coresets for Data Discretization and Sine Wave Fitting AISTATS 2022
On the Oracle Complexity of Higher-Order Smooth Non-Convex Finite-Sum Optimization AISTATS 2022
Spectral Robustness for Correlation Clustering Reconstruction in Semi-Adversarial Models AISTATS 2022
Rapid Convergence of Informed Importance Tempering AISTATS 2022