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 99 篇，第 1 / 2 页

1. NeurIPS 2023A Comprehensive Benchmark for Neural Human Radiance Fields
2. NeurIPS 2023A Dual-Stream Neural Network Explains the Functional Segregation of Dorsal and Ventral Visual Pathways in Human Brains
3. NeurIPS 2023A graphon-signal analysis of graph neural networks
4. NeurIPS 2023A Logic for Expressing Log-Precision Transformers
5. NeurIPS 2023A Recurrent Neural Circuit Mechanism of Temporal-scaling Equivariant Representation
6. NeurIPS 2023A Spectral Theory of Neural Prediction and Alignment
7. NeurIPS 2023Addressing the speed-accuracy simulation trade-off for adaptive spiking neurons
8. NeurIPS 2023Aligning Gradient and Hessian for Neural Signed Distance Function
9. NeurIPS 2023Amortized Reparametrization: Efficient and Scalable Variational Inference for Latent SDEs
10. NeurIPS 2023Automatic Integration for Spatiotemporal Neural Point Processes
11. NeurIPS 2023Beyond Geometry: Comparing the Temporal Structure of Computation in Neural Circuits with Dynamical Similarity Analysis
12. NeurIPS 2023Bifurcations and loss jumps in RNN training
13. NeurIPS 2023Binarized Neural Machine Translation
14. NeurIPS 2023Binary Radiance Fields
15. NeurIPS 2023Blocked Collaborative Bandits: Online Collaborative Filtering with Per-Item Budget Constraints
16. NeurIPS 2023Brant: Foundation Model for Intracranial Neural Signal
17. NeurIPS 2023Conditional Distribution Function Estimation Using Neural Networks for Censored and Uncensored Data
18. NeurIPS 2023Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars
19. NeurIPS 2023Contextual Gaussian Process Bandits with Neural Networks
20. NeurIPS 2023Continuous Parametric Optical Flow
21. NeurIPS 2023Convergence of mean-field Langevin dynamics: time-space discretization, stochastic gradient, and variance reduction
22. NeurIPS 2023CP-SLAM: Collaborative Neural Point-based SLAM System
23. NeurIPS 2023CSOT: Curriculum and Structure-Aware Optimal Transport for Learning with Noisy Labels
24. NeurIPS 2023Demystifying Oversmoothing in Attention-Based Graph Neural Networks
25. NeurIPS 2023Discovering Intrinsic Spatial-Temporal Logic Rules to Explain Human Actions
26. NeurIPS 2023Distance-Restricted Folklore Weisfeiler-Leman GNNs with Provable Cycle Counting Power
27. NeurIPS 2023DiViNeT: 3D Reconstruction from Disparate Views using Neural Template Regularization
28. NeurIPS 2023Efficient Uncertainty Quantification and Reduction for Over-Parameterized Neural Networks
29. NeurIPS 2023Evolutionary Neural Architecture Search for Transformer in Knowledge Tracing
30. NeurIPS 2023Facilitating Graph Neural Networks with Random Walk on Simplicial Complexes
31. NeurIPS 2023From Tempered to Benign Overfitting in ReLU Neural Networks
32. NeurIPS 2023Functional Equivalence and Path Connectivity of Reducible Hyperbolic Tangent Networks
33. NeurIPS 2023GADBench: Revisiting and Benchmarking Supervised Graph Anomaly Detection
34. NeurIPS 2023Generalised f-Mean Aggregation for Graph Neural Networks
35. NeurIPS 2023Generalizable One-shot 3D Neural Head Avatar
36. NeurIPS 2023GenS: Generalizable Neural Surface Reconstruction from Multi-View Images
37. NeurIPS 2023GNeSF: Generalizable Neural Semantic Fields
38. NeurIPS 2023Hierarchically Gated Recurrent Neural Network for Sequence Modeling
39. NeurIPS 2023How do Minimum-Norm Shallow Denoisers Look in Function Space?
40. NeurIPS 2023Individualized Dosing Dynamics via Neural Eigen Decomposition
41. NeurIPS 2023Interpretable and Explainable Logical Policies via Neurally Guided Symbolic Abstraction
42. NeurIPS 2023Investigating how ReLU-networks encode symmetries
43. NeurIPS 2023LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite
44. NeurIPS 2023LightSpeed: Light and Fast Neural Light Fields on Mobile Devices
45. NeurIPS 2023MeCo: Zero-Shot NAS with One Data and Single Forward Pass via Minimum Eigenvalue of Correlation
46. NeurIPS 2023MeGraph: Capturing Long-Range Interactions by Alternating Local and Hierarchical Aggregation on Multi-Scaled Graph Hierarchy
47. NeurIPS 2023Minimum norm interpolation by perceptra: Explicit regularization and implicit bias
48. NeurIPS 2023Mip-Grid: Anti-aliased Grid Representations for Neural Radiance Fields
49. NeurIPS 2023Modulated Neural ODEs
50. NeurIPS 2023NAVI: Category-Agnostic Image Collections with High-Quality 3D Shape and Pose Annotations

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。