理论 · optimization论文趋势 2023–2026

主要结论

• 理论 · optimization论文从 2023 年的 123 篇增长到 2026 年的 584 篇，三年间扩大到约 4.7 倍。
• NeurIPS 是发理论 · optimization论文最多的会议，2023–2026 年共 778 篇，占四个会议总量的 42%。
• 交叉方向里涨得最快的是低秩适配：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 31 篇。
• 在「理论与统计」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的理论 · learning theory是 5.6 倍，理论 · optimization是 4.7 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026A Mechanistic Investigation of Theory of Mind in a Large Language Model
• ICML 2026A Direct Second-Order Method for Solving Two-Player Zero-Sum Games
• ICLR 2026A Convergence Analysis of Adaptive Optimizers under Floating-point Quantization
• CVPR 2026TriSim Tri-Dimensional Similarity Modeling with Extreme Value Theory for False-Negative
• NeurIPS 20253BASiL: An Algorithmic Framework for Sparse plus Low-Rank Compression of LLMs
• ICML 2025Active Learning of Deep Neural Networks via Gradient-Free Cutting Planes
• ICLR 2025A Coefficient Makes SVRG Effective
• CVPR 2025Dynamic Stereotype Theory Induced Micro-expression Recognition with Oriented Deformation
• NeurIPS 2024A Combinatorial Algorithm for the Semi-Discrete Optimal Transport Problem
• ICML 2024A Statistical Theory of Regularization-Based Continual Learning
• ICLR 2024A Discretization Framework for Robust Contextual Stochastic Optimization
• NeurIPS 2023[Re] Bandit Theory and Thompson Sampling-guided Directed Evolution for Sequence Optimization
• ICML 2023Averaged Method of Multipliers for Bi-Level Optimization without Lower-Level Strong Convexity
• ICLR 2023Adaptive Optimization in the $\infty$-Width Limit
• CVPR 2023Deep Hashing With Minimal-Distance-Separated Hash Centers
• NeurIPS 2026Avoiding Obfuscation with Prover-Estimator Debate
• ICML 2026A General Framework for Dynamic Consistent Submodular Maximization
• ICLR 2026A Memory-Efficient Hierarchical Algorithm for Large-scale Optimal Transport Problems
• CVPR 2026FedAdamom Adaptive Momentum for Improved Generalization in Federated Optimization
• NeurIPS 2025A Beyond-Worst-Case Analysis of Greedy k-means++

全部理论 · optimization论文

共 46 篇，第 1 / 1 页

1. ICLR 2023A Theory of Dynamic Benchmarks
2. ICLR 2023Accelerated Single-Call Methods for Constrained Min-Max Optimization
3. ICLR 2023Achieving Sub-linear Regret in Infinite Horizon Average Reward Constrained MDP with Linear Function Approximation
4. ICLR 2023Adaptive Optimization in the $\infty$-Width Limit
5. ICLR 2023Alternating Differentiation for Optimization Layers
6. ICLR 2023Approximate Vanishing Ideal Computations at Scale
7. ICLR 2023Behavior Proximal Policy Optimization
8. ICLR 2023Behind the Scenes of Gradient Descent: A Trajectory Analysis via Basis Function Decomposition
9. ICLR 2023Bispectral Neural Networks
10. ICLR 2023Breaking Correlation Shift via Conditional Invariant Regularizer
11. ICLR 2023Computational Language Acquisition with Theory of Mind
12. ICLR 2023D4FT: A Deep Learning Approach to Kohn-Sham Density Functional Theory
13. ICLR 2023Depth Separation with Multilayer Mean-Field Networks
14. ICLR 2023Discovering Evolution Strategies via Meta-Black-Box Optimization
15. ICLR 2023Disentanglement with Biological Constraints: A Theory of Functional Cell Types
16. ICLR 2023Efficiently Computing Nash Equilibria in Adversarial Team Markov Games
17. ICLR 2023Eva: Practical Second-order Optimization with Kronecker-vectorized Approximation
18. ICLR 2023Excess Risk of Two-Layer ReLU Neural Networks in Teacher-Student Settings and its Superiority to Kernel Methods
19. ICLR 2023Faster federated optimization under second-order similarity
20. ICLR 2023Finding Actual Descent Directions for Adversarial Training
21. ICLR 2023Fisher-Legendre (FishLeg) optimization of deep neural networks
22. ICLR 2023Git Re-Basin: Merging Models modulo Permutation Symmetries
23. ICLR 2023Globally Optimal Training of Neural Networks with Threshold Activation Functions
24. ICLR 2023Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles
25. ICLR 2023Humanly Certifying Superhuman Classifiers
26. ICLR 2023Hyperparameter Optimization through Neural Network Partitioning
27. ICLR 2023Learning in temporally structured environments
28. ICLR 2023Learning Probabilistic Topological Representations Using Discrete Morse Theory
29. ICLR 2023Learning ReLU networks to high uniform accuracy is intractable
30. ICLR 2023Max-Margin Works while Large Margin Fails: Generalization without Uniform Convergence
31. ICLR 2023Optimizing Spca-based Continual Learning: A Theoretical Approach
32. ICLR 2023Over-parameterized Model Optimization with Polyak-{\L}ojasiewicz Condition
33. ICLR 2023Pitfalls of Gaussians as a noise distribution in NCE
34. ICLR 2023Plateau in Monotonic Linear Interpolation --- A "Biased" View of Loss Landscape for Deep Networks
35. ICLR 2023Predictor-corrector algorithms for stochastic optimization under gradual distribution shift
36. ICLR 2023Projective Proximal Gradient Descent for Nonconvex Nonsmooth Optimization: Fast Convergence Without Kurdyka-Lojasiewicz (KL) Property
37. ICLR 2023Provable Memorization Capacity of Transformers
38. ICLR 2023RandProx: Primal-Dual Optimization Algorithms with Randomized Proximal Updates
39. ICLR 2023Robust Scheduling with GFlowNets
40. ICLR 2023SGDA with shuffling: faster convergence for nonconvex-PŁ minimax optimization
41. ICLR 2023Strong inductive biases provably prevent harmless interpolation
42. ICLR 2023The Power of Regularization in Solving Extensive-Form Games
43. ICLR 2023Towards convergence to Nash equilibria in two-team zero-sum games
44. ICLR 2023Transformers Learn Shortcuts to Automata
45. ICLR 2023Why (and When) does Local SGD Generalize Better than SGD?
46. ICLR 2023Why adversarial training can hurt robust accuracy

常见问题

2023–2026 年四大会议一共有多少篇理论 · optimization论文？

共 1,871 篇，按年份分别是 2023 年 123 篇、2024 年 494 篇、2025 年 670 篇、2026 年 584 篇。

NeurIPS 2026 有多少篇理论 · optimization论文？

NeurIPS 2026 有 119 篇理论 · optimization论文，上一届是 318 篇。

ICLR 2026 有多少篇理论 · optimization论文？

ICLR 2026 有 244 篇理论 · optimization论文，上一届是 196 篇。

ICML 2026 有多少篇理论 · optimization论文？

ICML 2026 有 214 篇理论 · optimization论文，上一届是 147 篇。

CVPR 2026 有多少篇理论 · optimization论文？

CVPR 2026 有 7 篇理论 · optimization论文，上一届是 9 篇。

哪个会议的理论 · optimization论文最多？

NeurIPS，2023–2026 年共 778 篇。