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 46 篇，第 1 / 1 页

1. ICLR 2026A Balanced Neuro-Symbolic Approach for Commonsense Abductive Logic
2. ICLR 2026Automating the Refinement of Reinforcement Learning Specifications
3. ICLR 2026Bandits with Single-Peaked Preferences and Limited Resources
4. ICLR 2026Compose and Fuse: Revisiting the Foundational Bottlenecks in Multimodal Reasoning
5. ICLR 2026Convergence Analysis of Tsetlin Machines under Noise-Free and Noisy Training Conditions: from $2$ Bits to $k$ Bits
6. ICLR 2026Coupling Experts and Routers in Mixture-of-Experts via an Auxiliary Loss
7. ICLR 2026From Neural Networks to Logical Theories: The Correspondence between Fibring Modal Logics and Fibring Neural Networks
8. ICLR 2026Geometric Constraints for Small Language Models to Understand and Expand Scientific Taxonomies
9. ICLR 2026HardcoreLogic: Challenging Large Reasoning Models with Long-tail Logic Puzzle Games
10. ICLR 2026Hot Fuzz: Temperature-Tunable Composition of Diffusion models with Fuzzy Logic
11. ICLR 2026Learning the Inverse Temperature of Ising Models under Hard Constraints using One Sample
12. ICLR 2026Light Differentiable Logic Gate Networks
13. ICLR 2026Near-Optimal Online Deployment and Routing for Streaming LLMs
14. ICLR 2026On the Expressiveness of State Space Models via Temporal Logics
15. ICLR 2026PMark: Towards Robust and Distortion-free Semantic-level Watermarking with Channel Constraints
16. ICLR 2026Probability Distributions Computed by Autoregressive Transformers
17. ICLR 2026Sharing State Between Prompts and Programs
18. ICLR 2026The Logical Expressiveness of Topological Neural Networks
19. ICLR 2026Towards Safe and Optimal Online Bidding: A Modular Look-ahead Lyapunov Framework
20. ICLR 2026Transformers are Inherently Succinct
21. ICLR 2025Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraints
22. ICLR 2025Circuit Transformer: A Transformer That Preserves Logical Equivalence
23. ICLR 2025Enhance Multi-View Classification Through Multi-Scale Alignment and Expanded Boundary
24. ICLR 2025Faster Algorithms for Structured Linear and Kernel Support Vector Machines
25. ICLR 2025GeoILP: A Synthetic Dataset to Guide Large-Scale Rule Induction
26. ICLR 2025Interference Among First-Price Pacing Equilibria: A Bias and Variance Analysis
27. ICLR 2025Is uniform expressivity too restrictive? Towards efficient expressivity of GNNs
28. ICLR 2025Optimal Flow Transport and its Entropic Regularization: a GPU-friendly Matrix Iterative Algorithm for Flow Balance Satisfaction
29. ICLR 2025Point-based Instance Completion with Scene Constraints
30. ICLR 2025Towards a Complete Logical Framework for GNN Expressiveness
31. ICLR 2025Unsupervised Disentanglement of Content and Style via Variance-Invariance Constraints
32. ICLR 2024Logical Languages Accepted by Transformer Encoders with Hard Attention
33. ICLR 2024LogicMP: A Neuro-symbolic Approach for Encoding First-order Logic Constraints
34. ICLR 2024Novel Quadratic Constraints for Extending LipSDP beyond Slope-Restricted Activations
35. ICLR 2024On the Scalability and Memory Efficiency of Semidefinite Programs for Lipschitz Constant Estimation of Neural Networks
36. ICLR 2024PINNACLE: PINN Adaptive ColLocation and Experimental points selection
37. ICLR 2024R-EDL: Relaxing Nonessential Settings of Evidential Deep Learning
38. ICLR 2023FaiREE: fair classification with finite-sample and distribution-free guarantee
39. ICLR 2023Global Explainability of GNNs via Logic Combination of Learned Concepts
40. ICLR 2023Learning Soft Constraints From Constrained Expert Demonstrations
41. ICLR 2023Learning where and when to reason in neuro-symbolic inference
42. ICLR 2023Learning with Logical Constraints but without Shortcut Satisfaction
43. ICLR 2023LogicDP: Creating Labels for Graph Data via Inductive Logic Programming
44. ICLR 2023Timing is Everything: Learning to Act Selectively with Costly Actions and Budgetary Constraints
45. ICLR 2023Weakly Supervised Explainable Phrasal Reasoning with Neural Fuzzy Logic
46. ICLR 2023Weighted Clock Logic Point Process

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。