Theory · optimization papers, 2023–2026

Key findings

• Theory · optimization went from 123 papers in 2023 to 584 in 2026, roughly 4.7x in three years.
• NeurIPS publishes the most Theory · optimization work: 778 papers from 2023 to 2026, 42% of the four-venue total.
• The fastest-growing overlap is with Low-Rank Adaptation: papers tagged with both rose from 0 in 2023 to 31 in 2026.
• Among the 5 topics under Theory and Statistics, it ranks #1 by 2026 paper count; the fastest grower in the group, Theory · learning theory, is up 5.6x versus 4.7x here.

Representative papers

Spread across years and venues so every edition shows up

• 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++

All Theory · optimization papers

21 papers, page 1 of 1

1. CVPR 2026Coverage Optimization for Camera View Selection
2. CVPR 2026FedAdamom Adaptive Momentum for Improved Generalization in Federated Optimization
3. CVPR 2026Its Never Too Late Noise Optimization for Collapse Recovery in
4. CVPR 2026MindPower Enabling Theory-of-Mind Reasoning in VLM-based Embodied Agents
5. CVPR 2026Pip-Stereo Progressive Iterations Pruner for Iterative Optimization based Stereo Matching
6. CVPR 2026TESO Online Tracking of Essential Matrix by Stochastic Optimization
7. CVPR 2026TriSim Tri-Dimensional Similarity Modeling with Extreme Value Theory for False-Negative
8. CVPR 2025A Theory of Learning Unified Model via Knowledge Integration from Label Space Varying Domains
9. CVPR 2025Dynamic Stereotype Theory Induced Micro-expression Recognition with Oriented Deformation
10. CVPR 2025EvOcc: Accurate Semantic Occupancy for Automated Driving Using Evidence Theory
11. CVPR 2025Foundations of the Theory of Performance-Based Ranking
12. CVPR 2025HotSpot: Signed Distance Function Optimization with an Asymptotically Sufficient Condition
13. CVPR 2025Investigating the Role of Weight Decay in Enhancing Nonconvex SGD
14. CVPR 2025Locally Orderless Images for Optimization in Differentiable Rendering
15. CVPR 2025PIDLoc: Cross-View Pose Optimization Network Inspired by PID Controllers
16. CVPR 2025Spatial Transport Optimization by Repositioning Attention Map for Training-Free Text-to-Image Synthesis
17. CVPR 2023Deep Hashing With Minimal-Distance-Separated Hash Centers
18. CVPR 2023Elastic Aggregation for Federated Optimization
19. CVPR 2023NVTC: Nonlinear Vector Transform Coding
20. CVPR 2023Optimization-Inspired Cross-Attention Transformer for Compressive Sensing
21. CVPR 2023Visual-Language Prompt Tuning With Knowledge-Guided Context Optimization

FAQ

How many Theory · optimization papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

1,871 in total: 123 in 2023, 494 in 2024, 670 in 2025, 584 in 2026.

How many Theory · optimization papers are at NeurIPS 2026?

NeurIPS 2026 has 119 Theory · optimization papers, versus 318 the year before.

How many Theory · optimization papers are at ICLR 2026?

ICLR 2026 has 244 Theory · optimization papers, versus 196 the year before.

How many Theory · optimization papers are at ICML 2026?

ICML 2026 has 214 Theory · optimization papers, versus 147 the year before.

How many Theory · optimization papers are at CVPR 2026?

CVPR 2026 has 7 Theory · optimization papers, versus 9 the year before.

Which conference publishes the most Theory · optimization papers?

NeurIPS, with 778 papers from 2023 to 2026.