逻辑与神经论文趋势 2023–2026

主要结论

• 逻辑与神经论文从 2023 年的 162 篇降到 2026 年的 86 篇，热度在回落。
• NeurIPS 是发逻辑与神经论文最多的会议，2023–2026 年共 173 篇，占四个会议总量的 47%。
• 交叉方向里涨得最快的是社会层面 · accountability transparency and interpretability：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 8 篇。
• 在「神经符号」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的数学推理是 10 倍，逻辑与神经是 0.5 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 2026B$^3$-PWL: GPU-Batched Branch-and-Bound for Piecewise-Linear Optimization with SOS2 Constraints
• ICML 2026Length Generalization Bounds for Transformers
• ICLR 2026From Neural Networks to Logical Theories: The Correspondence between Fibring Modal Logics and Fibring Neural Networks
• CVPR 2026Med-CMR A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic
• NeurIPS 2025Characterizing the Expressivity of Fixed-Precision Transformer Language Models
• ICML 2025Counterfactual Graphical Models: Constraints and Inference
• ICLR 2025Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraints
• CVPR 2025Learning Affine Correspondences by Integrating Geometric Constraints
• NeurIPS 2024Beyond Primal-Dual Methods in Bandits with Stochastic and Adversarial Constraints
• ICML 2024A Field Guide for Pacing Budget and ROS Constraints
• ICLR 2024LogicMP: A Neuro-symbolic Approach for Encoding First-order Logic Constraints
• CVPR 2024MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraints
• NeurIPS 2023Aligning Gradient and Hessian for Neural Signed Distance Function
• ICML 2023Eventual Discounting Temporal Logic Counterfactual Experience Replay
• ICLR 2023Global Explainability of GNNs via Logic Combination of Learned Concepts
• CVPR 2023Handy: Towards a High Fidelity 3D Hand Shape and Appearance Model
• NeurIPS 2026Batched Stochastic Linear Bandits with 1-Bit Communication Constraints
• ICML 2026KANFIS: A Neuro-Symbolic Framework for Interpretable and Uncertainty-Aware Learning
• ICLR 2026The Logical Expressiveness of Topological Neural Networks
• CVPR 2026NeuroRule Bridging Vision and Logic with Differentiable Rule Induction

全部逻辑与神经论文

共 35 篇，第 1 / 1 页

1. CVPR 2026Federated Active Learning Under Extreme Non-IID and Global Class Imbalance
2. CVPR 2026FUSER Feed-Forward Multiview 3D Registration Transformer and SE3N Diffusion Refinement
3. CVPR 2026High-Quality and Efficient Turbulence Mitigation with Events
4. CVPR 2026Lifelong Imitation Learning with Multimodal Latent Replay and Incremental Adjustment
5. CVPR 2026Med-CMR A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic
6. CVPR 2026NeuroRule Bridging Vision and Logic with Differentiable Rule Induction
7. CVPR 2026Plug-and-Play Incomplete Multi-View Clustering via Janus-Faced Affinity Learning with Topology
8. CVPR 2026RealAppiance Let High-fidelity Appliance Assets Controllable and Workable as Aligned
9. CVPR 2026Understanding Temporal Logic Consistency in Video-Language Models through Cross-Modal Attention
10. CVPR 2025Estimating Body and Hand Motion in an Ego-sensed World
11. CVPR 2025Learning Affine Correspondences by Integrating Geometric Constraints
12. CVPR 2025LOGICZSL: Exploring Logic-induced Representation for Compositional Zero-shot Learning
13. CVPR 2025MotionPRO: Exploring the Role of Pressure in Human MoCap and Beyond
14. CVPR 2025PLeaS - Merging Models with Permutations and Least Squares
15. CVPR 2025SCFlow2: Plug-and-Play Object Pose Refiner with Shape-Constraint Scene Flow
16. CVPR 2025Towards Cost-Effective Learning: A Synergy of Semi-Supervised and Active Learning
17. CVPR 2025UMotion: Uncertainty-driven Human Motion Estimation from Inertial and Ultra-wideband Units
18. CVPR 2024An N-Point Linear Solver for Line and Motion Estimation with Event Cameras
19. CVPR 2024Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples
20. CVPR 2024FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning
21. CVPR 2024Global and Local Prompts Cooperation via Optimal Transport for Federated Learning
22. CVPR 2024HOLD: Category-agnostic 3D Reconstruction of Interacting Hands and Objects from Video
23. CVPR 2024MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraints
24. CVPR 2024Objects as Volumes: A Stochastic Geometry View of Opaque Solids
25. CVPR 2024Predicated Diffusion: Predicate Logic-Based Attention Guidance for Text-to-Image Diffusion Models
26. CVPR 2024Spectral Meets Spatial: Harmonising 3D Shape Matching and Interpolation
27. CVPR 2024SpiderMatch: 3D Shape Matching with Global Optimality and Geometric Consistency
28. CVPR 2024Synergistic Global-space Camera and Human Reconstruction from Videos
29. CVPR 2023CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss
30. CVPR 2023Handy: Towards a High Fidelity 3D Hand Shape and Appearance Model
31. CVPR 2023IMP: Iterative Matching and Pose Estimation With Adaptive Pooling
32. CVPR 2023Learning To Zoom and Unzoom
33. CVPR 2023Object Pose Estimation With Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation
34. CVPR 2023ShapeClipper: Scalable 3D Shape Learning From Single-View Images via Geometric and CLIP-Based Consistency
35. CVPR 2023Understanding and Improving Features Learned in Deep Functional Maps

常见问题

2023–2026 年四大会议一共有多少篇逻辑与神经论文？

共 366 篇，按年份分别是 2023 年 162 篇、2024 年 64 篇、2025 年 54 篇、2026 年 86 篇。

NeurIPS 2026 有多少篇逻辑与神经论文？

NeurIPS 2026 有 32 篇逻辑与神经论文，上一届是 23 篇。

ICLR 2026 有多少篇逻辑与神经论文？

ICLR 2026 有 20 篇逻辑与神经论文，上一届是 11 篇。

ICML 2026 有多少篇逻辑与神经论文？

ICML 2026 有 25 篇逻辑与神经论文，上一届是 12 篇。

CVPR 2026 有多少篇逻辑与神经论文？

CVPR 2026 有 9 篇逻辑与神经论文，上一届是 8 篇。

哪个会议的逻辑与神经论文最多？

NeurIPS，2023–2026 年共 173 篇。