信息抽取论文趋势 2023–2026

主要结论

• 信息抽取论文从 2023 年的 143 篇增长到 2026 年的 266 篇，三年间扩大到约 1.9 倍。
• NeurIPS 是发信息抽取论文最多的会议，2023–2026 年共 287 篇，占四个会议总量的 36%。
• 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 28 篇。
• 在「自然语言」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的检索增强生成是 5.4 倍，信息抽取是 1.9 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$\texttt{bispectrum}$: Selective $G$-Bispectra Made Practical
• ICML 2026AREA: Attribute Extraction and Aggregation for CLIP-Based Class-Incremental Learning
• ICLR 2026An Information-Theoretic Parameter-Free Bayesian Framework for Probing Labeled Dependency Trees from Attention Score
• CVPR 2026ActiveGrasp Information-Guided Active Grasping with Calibrated Energy-based Model
• NeurIPS 2025A Pre-training Framework for Relational Data with Information-theoretic Principles
• ICML 2025A Peer-review Look on Multi-modal Clustering: An Information Bottleneck Realization Method
• ICLR 2025ADAM: An Embodied Causal Agent in Open-World Environments
• CVPR 2025A Focused Human Body Model for Accurate Anthropometric Measurements Extraction
• NeurIPS 2024TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools
• ICML 2024An Information-Theoretic Analysis of In-Context Learning
• ICLR 2024Bayes Conditional Distribution Estimation for Knowledge Distillation Based on Conditional Mutual Information
• CVPR 2024Differentiable Information Bottleneck for Deterministic Multi-view Clustering
• NeurIPS 2023A Novel Approach for Effective Multi-View Clustering with Information-Theoretic Perspective
• ICML 2023Abstracting Imperfect Information Away from Two-Player Zero-Sum Games
• ICLR 2023A VAE for Transformers with Nonparametric Variational Information Bottleneck
• CVPR 2023"Seeing" Electric Network Frequency From Events
• NeurIPS 2026An Information-theoretic Framework for Auditing Unfairness in Training Data
• ICML 2026GCIB: Graph Contrastive Information Bottleneck for Multi-Behavior Recommendation
• ICLR 2026Calibrated Information Bottleneck for Trusted Multi-modal Clustering
• CVPR 2026Beyond Whats Shared Recovering Lost Unique Information from Intermediate Layers

全部信息抽取论文

共 143 篇，第 1 / 3 页

1. CVPR 2023"Seeing" Electric Network Frequency From Events
2. CVPR 2023Boosting Weakly-Supervised Temporal Action Localization With Text Information
3. CVPR 2023CXTrack: Improving 3D Point Cloud Tracking With Contextual Information
4. CVPR 2023DA-DETR: Domain Adaptive Detection Transformer With Information Fusion
5. CVPR 2023Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric
6. CVPR 2023Deep Polarization Reconstruction With PDAVIS Events
7. CVPR 2023Enhancing Multiple Reliability Measures via Nuisance-Extended Information Bottleneck
8. CVPR 2023Enlarging Instance-Specific and Class-Specific Information for Open-Set Action Recognition
9. CVPR 2023EvShutter: Transforming Events for Unconstrained Rolling Shutter Correction
10. CVPR 2023Exemplar-FreeSOLO: Enhancing Unsupervised Instance Segmentation With Exemplars
11. CVPR 2023GeoLayoutLM: Geometric Pre-Training for Visual Information Extraction
12. CVPR 2023High-Fidelity Event-Radiance Recovery via Transient Event Frequency
13. CVPR 2023HS-Pose: Hybrid Scope Feature Extraction for Category-Level Object Pose Estimation
14. CVPR 2023Invertible Neural Skinning
15. CVPR 2023JacobiNeRF: NeRF Shaping With Mutual Information Gradients
16. CVPR 2023Label Information Bottleneck for Label Enhancement
17. CVPR 2023Modeling Entities As Semantic Points for Visual Information Extraction in the Wild
18. CVPR 2023Mutual Information-Based Temporal Difference Learning for Human Pose Estimation in Video
19. CVPR 2023NerVE: Neural Volumetric Edges for Parametric Curve Extraction From Point Cloud
20. CVPR 2023Occlusion-Free Scene Recovery via Neural Radiance Fields
21. CVPR 2023Polarimetric iToF: Measuring High-Fidelity Depth Through Scattering Media
22. CVPR 2023Re-Thinking Model Inversion Attacks Against Deep Neural Networks
23. CVPR 2023TempSAL - Uncovering Temporal Information for Deep Saliency Prediction
24. CVPR 2023TensoIR: Tensorial Inverse Rendering
25. CVPR 2023TopDiG: Class-Agnostic Topological Directional Graph Extraction From Remote Sensing Images
26. CVPR 2023Towards All-in-One Pre-Training via Maximizing Multi-Modal Mutual Information
27. CVPR 2023VDN-NeRF: Resolving Shape-Radiance Ambiguity via View-Dependence Normalization
28. ICLR 2023A VAE for Transformers with Nonparametric Variational Information Bottleneck
29. ICLR 2023An Exact Poly-Time Membership-Queries Algorithm for Extracting a Three-Layer ReLU Network
30. ICLR 2023Bayesian Oracle for bounding information gain in neural encoding models
31. ICLR 2023Can discrete information extraction prompts generalize across language models?
32. ICLR 2023Correlative Information Maximization Based Biologically Plausible Neural Networks for Correlated Source Separation
33. ICLR 2023Direct Embedding of Temporal Network Edges via Time-Decayed Line Graphs
34. ICLR 2023Evolving Populations of Diverse RL Agents with MAP-Elites
35. ICLR 2023FIT: A Metric for Model Sensitivity
36. ICLR 2023Information Plane Analysis for Dropout Neural Networks
37. ICLR 2023Information-Theoretic Analysis of Unsupervised Domain Adaptation
38. ICLR 2023Information-Theoretic Diffusion
39. ICLR 2023Interpretability with full complexity by constraining feature information
40. ICLR 2023Is Attention All That NeRF Needs?
41. ICLR 2023Measure the Predictive Heterogeneity
42. ICLR 2023Measuring Forgetting of Memorized Training Examples
43. ICLR 2023Panning for Gold in Federated Learning: Targeted Text Extraction under Arbitrarily Large-Scale Aggregation
44. ICLR 2023Perfectly Secure Steganography Using Minimum Entropy Coupling
45. ICLR 2023Predicting Cellular Responses with Variational Causal Inference and Refined Relational Information
46. ICLR 2023Priors, Hierarchy, and Information Asymmetry for Skill Transfer in Reinforcement Learning
47. ICLR 2023Searching Lottery Tickets in Graph Neural Networks: A Dual Perspective
48. ICLR 2023Task-Aware Information Routing from Common Representation Space in Lifelong Learning
49. ICLR 2023Test-Time Adaptation via Self-Training with Nearest Neighbor Information
50. ICLR 2023Trading Information between Latents in Hierarchical Variational Autoencoders

常见问题

2023–2026 年四大会议一共有多少篇信息抽取论文？

共 798 篇，按年份分别是 2023 年 143 篇、2024 年 190 篇、2025 年 199 篇、2026 年 266 篇。

NeurIPS 2026 有多少篇信息抽取论文？

NeurIPS 2026 有 96 篇信息抽取论文，上一届是 80 篇。

ICLR 2026 有多少篇信息抽取论文？

ICLR 2026 有 63 篇信息抽取论文，上一届是 50 篇。

ICML 2026 有多少篇信息抽取论文？

ICML 2026 有 74 篇信息抽取论文，上一届是 46 篇。

CVPR 2026 有多少篇信息抽取论文？

CVPR 2026 有 33 篇信息抽取论文，上一届是 23 篇。

哪个会议的信息抽取论文最多？

NeurIPS，2023–2026 年共 287 篇。