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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)

SPD: Shallow Backdoor Protecting Deep Backdoor Against Backdoor Detection ICCV 2025 SPECS: Specificity-Enhanced CLIP-Score for Long Image Caption Evaluation EMNLP 2025 SPECTRA: Faster Large Language Model Inference with Optimized Internal and External Speculation ACL 2025 Spectral Estimators for Multi-Index Models: Precise Asymptotics and Optimal Weak Recovery COLT 2025 SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps IJCAI 2025 Spectral-Refiner: Accurate Fine-Tuning of Spatiotemporal Fourier Neural Operator for Turbulent Flows ICLR 2025 Spectral Scaling Laws in Language Models: emphHow Effectively Do Feed-Forward Networks Use Their Latent Space? EMNLP 2025 Spectra of Cardinality Queries over Description Logic Knowledge Bases AAAI 2025 Speculative Decoding for Multi-Sample Inference EMNLP 2025 Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion NAACL 2025 Speculative Sampling via Exponential Races ACL 2025 Speculative Streaming: Efficient and Scalable Speculative Decoding with Multi-Stream Attention EMNLP 2025 Spec-VLA: Speculative Decoding for Vision-Language-Action Models with Relaxed Acceptance EMNLP 2025 Speeding Up Hyper-Heuristics With Markov-Chain Operator Selection and the Only-Worsening Acceptance Operator IJCAI 2025 Speeding up Policy Simulation in Supply Chain RL ICML 2025 Speeding Up the NSGA-II with a Simple Tie-Breaking Rule AAAI 2025 Speedy-Splat: Fast 3D Gaussian Splatting with Sparse Pixels and Sparse Primitives CVPR 2025 Spherical Dimension COLT 2025 Spherical Tree-Sliced Wasserstein Distance ICLR 2025 Spike-and-Slab Posterior Sampling in High Dimensions COLT 2025 SpikePack: Enhanced Information Flow in Spiking Neural Networks with High Hardware Compatibility ICCV 2025 Spiking Transformer with Spatial-Temporal Attention CVPR 2025 SpindleKV: A Novel KV Cache Reduction Method Balancing Both Shallow and Deep Layers ACL 2025 SPO: Self Preference Optimization with Self Regularization EMNLP 2025 Square$χ$PO: Differentially Private and Robust $χ^2$-Preference Optimization in Offline Direct Alignment ICML 2025