非凸优化论文趋势 2023–2026

主要结论

• 非凸优化论文从 2023 年的 346 篇增长到 2026 年的 757 篇，三年间扩大到约 2.2 倍。
• NeurIPS 是发非凸优化论文最多的会议，2023–2026 年共 958 篇，占四个会议总量的 41%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 44 篇。
• 在「优化与缩放」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的缩放定律是 4.1 倍，非凸优化是 2.2 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 2026$\gamma$-weakly $\theta$-up-concavity: A Unified Framework for Non-Convex Optimization Beyond DR-Submodular and OSS Functions
• ICML 2026$\texttt{MetaDistill}$: Unlocking the Performance Ceiling for Pretrained Optimizers
• ICLR 2026Behavioral Embeddings of Programs: A Quasi-Dynamic Approach for Optimization Prediction
• CVPR 2026Coverage Optimization for Camera View Selection
• NeurIPS 2025Beyond Random: Automatic Inner-loop Optimization in Dataset Distillation
• ICML 2025A Bregman Proximal Viewpoint on Neural Operators
• ICLR 2025A Truncated Newton Method for Optimal Transport
• CVPR 2025Balanced Rate-Distortion Optimization in Learned Image Compression
• NeurIPS 2024A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences
• ICML 2024A Doubly Recursive Stochastic Compositional Gradient Descent Method for Federated Multi-Level Compositional Optimization
• ICLR 2024Bayesian Coreset Optimization for Personalized Federated Learning
• CVPR 2024FaceCom: Towards High-fidelity 3D Facial Shape Completion via Optimization and Inpainting Guidance
• NeurIPS 2023A Computation and Communication Efficient Method for Distributed Nonconvex Problems in the Partial Participation Setting
• ICML 2023A Distribution Optimization Framework for Confidence Bounds of Risk Measures
• ICLR 2023A view of mini-batch SGD via generating functions: conditions of convergence, phase transitions, benefit from negative momenta.
• CVPR 2023Attribute-Preserving Face Dataset Anonymization via Latent Code Optimization
• NeurIPS 2026A Doubly Smoothed Decentralized Stochastic Minimax Optimization Algorithm
• ICML 2026A Constrained Optimization Perspective of Unrolled Transformers
• ICLR 2026BEP: A Binary Error Propagation Algorithm for Binary Neural Networks Training
• CVPR 2026Fully Decentralized Certified Unlearning

全部非凸优化论文

共 2,330 篇，第 1 / 47 页

1. CVPR 2026ActivePolicy Active Gaussian Reconstruction and Optimization Strategy Based on Global-Local
2. CVPR 2026Adversarial Style Optimization Enhancing VLM Jailbreaks by GRPO-based Stylistic Triggers
3. CVPR 2026Attack for Defense Adversarial Agents for Point Prompt Optimization Empowering
4. CVPR 2026Beyond Myopic Alignment Lookahead Optimization for Online Class-Incremental Learning
5. CVPR 2026Coverage Optimization for Camera View Selection
6. CVPR 2026Curriculum Group Policy Optimization Adaptive Sampling for Unleashing the Potential
7. CVPR 2026DABO Difficulty-Aware Bayesian Optimization with Diffusion-Learned Priors
8. CVPR 2026DDT Decoupled Diffusion Transformer
9. CVPR 2026Do Less Achieve More Do We Need Every-Step Optimization for
10. CVPR 2026Dynamics-Aware Preference Optimization for Vision-Language Models
11. CVPR 2026Edges Compete for Trust Group Relative Edge Optimization for Building
12. CVPR 2026EDGS Eliminating Densification for Efficient Convergence of 3DGS
13. CVPR 2026Faster-GS Analyzing and Improving Gaussian Splatting Optimization
14. CVPR 2026FedAdamom Adaptive Momentum for Improved Generalization in Federated Optimization
15. CVPR 2026FOZO Forward-Only Zeroth-Order Prompt Optimization for Test-Time Adaptation
16. CVPR 2026Fresco Frequency-Spatial Consistent Optimization for Fine-Grained Head Avatar Modeling
17. CVPR 2026Fully Decentralized Certified Unlearning
18. CVPR 2026GeoWorld Geometric World Models
19. CVPR 2026GRPO-Guard Mitigating Implicit Over-Optimization in Flow Matching via Regulated Clipping
20. CVPR 2026GS2 Graph-based Spatial Distribution Optimization for Compact 3D Gaussian Splatting
21. CVPR 2026HamiPose Hamiltonian Optimization for Unsupervised Domain Adaptive Pose Estimation
22. CVPR 2026Immunizing Models Against Harmful Long-Horizon Fine-Tuning via Contractive Optimization Dynamics
23. CVPR 2026Intrinsic Geometry-Appearance Consistency Optimization for Sparse-View Gaussian Splatting
24. CVPR 2026Its Never Too Late Noise Optimization for Collapse Recovery in
25. CVPR 2026Landscape-Awareness for Geometric View Diffusion Model
26. CVPR 2026Learnability-Driven Submodular Optimization for Active Roadside 3D Detection
27. CVPR 2026Learning What to Trust Bayesian Prior-Guided Optimization for Visual Generation
28. CVPR 2026Machine Unlearning via Adaptive Gradient Reweighting and Multi-stage Objective Optimization
29. CVPR 2026MaskFocus Focusing Policy Optimization on Critical Steps for Masked Image
30. CVPR 2026Mesh-Pro Asynchronous Advantage-guided Ranking Preference Optimization for Artist-style Quadrilateral Mesh
31. CVPR 2026MorphSeek Fine-grained Latent Representation-Level Policy Optimization for Deformable Image Registration
32. CVPR 2026Neighbor GRPO Contrastive ODE Policy Optimization Aligns Flow Models
33. CVPR 2026phi-DPO Fairness Direct Preference Optimization Approach to Continual Learning in
34. CVPR 2026Pip-Stereo Progressive Iterations Pruner for Iterative Optimization based Stereo Matching
35. CVPR 2026Plug-and-Play PDE Optimization for 3D Gaussian Splatting Toward High-Quality Rendering
36. CVPR 2026PrivSynth Alternating and Control-Based Optimization for Privacy and Utility in
37. CVPR 2026Revisiting F-measure Optimization in Multi-Label Classification A Sampling-based Approach
38. CVPR 2026Simple Agents Outperform Experts in Biomedical Imaging Workflow Optimization
39. CVPR 2026Stable Spike Dual Consistency Optimization via Bitwise AND Operations for
40. CVPR 2026TESO Online Tracking of Essential Matrix by Stochastic Optimization
41. CVPR 2026Token Reduction via Local and Global Contexts Optimization for Efficient
42. CVPR 2026UFO Unifying Feed-Forward and Optimization-based Methods for Large Driving Scene
43. CVPR 2026VLM4RSDet Collaborative Optimization with Vision-Language Model for Enhancing Remote Sensing
44. ICLR 2026A Block Coordinate Descent Method for Nonsmooth Composite Optimization under Orthogonality Constraints
45. ICLR 2026A Convergence Analysis of Adaptive Optimizers under Floating-point Quantization
46. ICLR 2026A Scalable Constant-Factor Approximation Algorithm for $W_p$ Optimal Transport
47. ICLR 2026A Tale of Two Smoothness Notions: Adaptive Optimizers and Non-Euclidean Descent
48. ICLR 2026ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment
49. ICLR 2026Ads that Stick: Near-Optimal Ad Optimization through Psychological Behavior Models
50. ICLR 2026Aligner, Diagnose Thyself: A Meta-Learning Paradigm for Fusing Intrinsic Feedback in Preference Alignment

常见问题

2023–2026 年四大会议一共有多少篇非凸优化论文？

共 2,330 篇，按年份分别是 2023 年 346 篇、2024 年 560 篇、2025 年 667 篇、2026 年 757 篇。

NeurIPS 2026 有多少篇非凸优化论文？

NeurIPS 2026 有 250 篇非凸优化论文，上一届是 279 篇。

ICLR 2026 有多少篇非凸优化论文？

ICLR 2026 有 178 篇非凸优化论文，上一届是 177 篇。

ICML 2026 有多少篇非凸优化论文？

ICML 2026 有 286 篇非凸优化论文，上一届是 192 篇。

CVPR 2026 有多少篇非凸优化论文？

CVPR 2026 有 43 篇非凸优化论文，上一届是 19 篇。

哪个会议的非凸优化论文最多？

NeurIPS，2023–2026 年共 958 篇。