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Optimization

14,850 papers (55 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Continuous Optimization (4,424) Stochastic Methods (2,991) Combinatorial Optimization (2,615) Online Algorithms (2,404) Optimization (1,521) Game Theory (1,046) Convex Optimization (864) Discrete Optimization (721) Optimal Transport (474) Sparse Optimization (416) Optimal Control (271) Global Optimization (200) Non-Convex Optimization (182) Distributed Learning (164) Approximation Algorithms (162) Multi-Objective Optimization (151) Distributed Optimization (136) Bayesian Optimization (132) Theory (109) Compressed Sensing (102) Algorithms (89) Robust Optimization (86) Submodular Optimization (77) Kernel Methods (75) Evolutionary Algorithm (72) Linear Programming (54) Tensor Decomposition (48) Bilevel Optimization (42) Integer Programming (38) Matrix Completion (33) Algorithm (21) Regularization (11)

Papers per year

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16
133
440
1,353
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2000
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Papers (including subtopics)

Sparse-pivot: Dynamic correlation clustering for node insertions ICML 2025 Sparse SVM with Hard-Margin Loss: a Newton-Augmented Lagrangian Method in Reduced Dimensions JMLR 2025 Sparsity-Based Interpolation of External, Internal and Swap Regret COLT 2025 Spectral Differential Network Analysis for High-Dimensional Time Series AISTATS 2025 Speech Enhancement with Dual-path Multi-Channel Linear Prediction Filter and Multi-norm Beamforming Interspeech 2025 Speeding Up Hyper-Heuristics With Markov-Chain Operator Selection and the Only-Worsening Acceptance Operator IJCAI 2025 Speeding Up the NSGA-II with a Simple Tie-Breaking Rule AAAI 2025 Speedup Techniques for Switchable Temporal Plan Graph Optimization AAAI 2025 Spike-and-Slab Posterior Sampling in High Dimensions COLT 2025 SplineGS: Robust Motion-Adaptive Spline for Real-Time Dynamic 3D Gaussians from Monocular Video CVPR 2025 Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization ICML 2025 Stability and Generalization Analysis of Decentralized SGD: Sharper Bounds Beyond Lipschitzness and Smoothness ICML 2025 Stability and Generalization for Stochastic (Compositional) Optimizations IJCAI 2025 StableMDS: A Novel Gradient Descent-Based Method for Stabilizing and Accelerating Weighted Multidimensional Scaling AISTATS 2025 Stacey: Promoting Stochastic Steepest Descent via Accelerated ℓ_p-Smooth Nonconvex Optimization ICML 2025 Standard Gaussian Process is All You Need for High-Dimensional Bayesian Optimization ICLR 2025 STAR: Synthesis of Tailored Architectures ICLR 2025 State-Compute Replication: Parallelizing High-Speed Stateful Packet Processing NSDI 2025 Statistical Advantages of Perturbing Cosine Router in Mixture of Experts ICLR 2025 Statistical and Computational Guarantees of Kernel Max-Sliced Wasserstein Distances ICML 2025 Statistical Inference of Constrained Stochastic Optimization via Sketched Sequential Quadratic Programming JMLR 2025 Statistical Inference of Random Graphs With a Surrogate Likelihood Function JMLR 2025 Statistical Learning of Distributionally Robust Stochastic Control in Continuous State Spaces AISTATS 2025 Statistical Query Hardness of Multiclass Linear Classification with Random Classification Noise ICML 2025 Stein Boltzmann Sampling: A Variational Approach for Global Optimization AISTATS 2025