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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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'25

Papers (including subtopics)

SOPL: A Sequential Optimal Learning Approach to Automated Prompt Engineering in Large Language Models EMNLP 2025 SOREL: A Stochastic Algorithm for Spectral Risks Minimization ICLR 2025 Sort-free Gaussian Splatting via Weighted Sum Rendering ICLR 2025 SOTA: Spike-Navigated Optimal TrAnsport Saliency Region Detection in Composite-bias Videos IJCAI 2025 Söze: One Network Telemetry Is All You Need for Per-flow Weighted Bandwidth Allocation at Scale OSDI 2025 SPACETIME: Causal Discovery from Non-Stationary Time Series AAAI 2025 SPAM: Spike-Aware Adam with Momentum Reset for Stable LLM Training ICLR 2025 Span-Agnostic Optimal Sample Complexity and Oracle Inequalities for Average-Reward RL COLT 2025 Sparse-Dense Side-Tuner for efficient Video Temporal Grounding ICCV 2025 Sparse Latents Steer Retrieval-Augmented Generation ACL 2025 SparseLoRA: Accelerating LLM Fine-Tuning with Contextual Sparsity ICML 2025 SparsePO: Controlling Preference Alignment of LLMs via Sparse Token Masks EMNLP 2025 Sparse Semiparametric Discriminant Analysis for High-dimensional Zero-inflated Data JMLR 2025 Sparse SVM with Hard-Margin Loss: a Newton-Augmented Lagrangian Method in Reduced Dimensions JMLR 2025 Sparse-to-Dense: A Free Lunch for Lossless Acceleration of Video Understanding in LLMs ACL 2025 Sparse Training from Random Initialization: Aligning Lottery Ticket Masks using Weight Symmetry ICML 2025 Sparse Transfer Learning Accelerates and Enhances Certified Robustness: A Comprehensive Study AAAI 2025 Sparse Voxels Rasterization: Real-time High-fidelity Radiance Field Rendering CVPR 2025 Sparsifying Mamba EMNLP 2025 Sparsity-Based Interpolation of External, Internal and Swap Regret COLT 2025 Sparsity May Be All You Need: Sparse Random Parameter Adaptation EMNLP 2025 Spatially-Adaptive Hash Encodings for Neural Surface Reconstruction WACV 2025 Spatial-Mamba: Effective Visual State Space Models via Structure-Aware State Fusion ICLR 2025 Spatial Transport Optimization by Repositioning Attention Map for Training-Free Text-to-Image Synthesis CVPR 2025 Spatio-Spectral Pattern Illumination for Direct and Indirect Separation from a Single Hyperspectral Image ICCV 2025