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)
Nested-Refinement Metamorphosis: Reflective Evolution for Efficient Optimization of Networking Problems
ACL 2025
Nesterov acceleration in benignly non-convex landscapes
ICLR 2025
Nesterov Method for Asynchronous Pipeline Parallel Optimization
ICML 2025
NesTools: A Dataset for Evaluating Nested Tool Learning Abilities of Large Language Models
COLING 2025
NeSyA: Neurosymbolic Automata
IJCAI 2025
NetMoE: Accelerating MoE Training through Dynamic Sample Placement
ICLR 2025
NETS: A Non-equilibrium Transport Sampler
ICML 2025
Network Sparsity Unlocks the Scaling Potential of Deep Reinforcement Learning
ICML 2025
Neural Approximate Mirror Maps for Constrained Diffusion Models
ICLR 2025
Neural at ArchEHR-QA 2025: Agentic Prompt Optimization for Evidence-Grounded Clinical Question Answering
ACL 2025
Neural Collapse Beyond the Unconstrained Features Model: Landscape, Dynamics, and Generalization in the Mean-Field Regime
ICML 2025
Neural Combinatorial Optimization for Stochastic Flexible Job Shop Scheduling Problems
AAAI 2025
Neural Conformal Control for Time Series Forecasting
AAAI 2025
Neural Conjugate Flows: A Physics-Informed Architecture with Flow Structure
AAAI 2025
Neural Context Flows for Meta-Learning of Dynamical Systems
ICLR 2025
Neural Continuous-Time Supermartingale Certificates
AAAI 2025
Neural Discovery in Mathematics: Do Machines Dream of Colored Planes?
ICML 2025
Neural Dueling Bandits: Preference-Based Optimization with Human Feedback
ICLR 2025
Neural Event-Triggered Control with Optimal Scheduling
ICML 2025
Neural Exploratory Landscape Analysis for Meta-Black-Box-Optimization
ICLR 2025
Neural Genetic Search in Discrete Spaces
ICML 2025
Neural Graph Map: Dense Mapping with Efficient Loop Closure Integration
WACV 2025
Neural Networks Perform Sufficient Dimension Reduction
AAAI 2025
Neural ODE Transformers: Analyzing Internal Dynamics and Adaptive Fine-tuning
ICLR 2025
Neural Operators Can Play Dynamic Stackelberg Games
JMLR 2025