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
14
29
44
31
52
189
195
212
235
352
382
457
787
816
828
1,066
1,391
1,913
3,012
3,646
4,303
4,450
5,357
6,155
5,854
1,521
2000
'5
'10
'15
'20
'25
Papers (including subtopics)
A-I-RAVEN and I-RAVEN-Mesh: Two New Benchmarks for Abstract Visual Reasoning
IJCAI 2025
Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems
ICLR 2025
A Joint Optimization Framework for Enhancing Efficiency of Tool Utilization in LLM Agents
ACL 2025
A Layer Selection Approach to Test Time Adaptation
AAAI 2025
Algorithm Development in Neural Networks: Insights from the Streaming Parity Task
ICML 2025
Algorithmic causal structure emerging through compression
CLeaR 2025
Algorithmic Recourse for Long-Term Improvement
ICML 2025
Algorithmic Stability Based Generalization Bounds for Adversarial Training
ICLR 2025
Algorithms and Hardness for Active Learning on Graphs
ICML 2025
Algorithms for ridge estimation with convergence guarantees
JMLR 2025
Algorithms with Calibrated Machine Learning Predictions
ICML 2025
A Lightweight Sparse Interaction Network for Time Series Forecasting
AAAI 2025
Align Attention Heads Before Merging Them: An Effective Way for Converting MHA to GQA
EMNLP 2025
Align-A-Video: Deterministic Reward Tuning of Image Diffusion Models for Consistent Video Editing
CVPR 2025
Aligned Multi Objective Optimization
ICML 2025
AlignGuard: Scalable Safety Alignment for Text-to-Image Generation
ICCV 2025
Aligning Constraint Generation with Design Intent in Parametric CAD
ICCV 2025
Aligning Dialogue Agents with Global Feedback via Large Language Model Multimodal Reward Decomposition
EMNLP 2025
Aligning Large Language Models to Follow Instructions and Hallucinate Less via Effective Data Filtering
ACL 2025
Aligning Protein Conformation Ensemble Generation with Physical Feedback
ICML 2025
Aligning Sentence Simplification with ESL Learner’s Proficiency for Language Acquisition
NAACL 2025
AlignMamba: Enhancing Multimodal Mamba with Local and Global Cross-modal Alignment
CVPR 2025
Alignment of CNN and Human Judgments of Geometric and Topological Concepts
AAAI 2025
Align-Pro: A Principled Approach to Prompt Optimization for LLM Alignment
AAAI 2025
ALinFiK: Learning to Approximate Linearized Future Influence Kernel for Scalable Third-Party LLM Data Valuation
NAACL 2025