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 46 篇，第 1 / 1 页

1. ICML 2025A Peer-review Look on Multi-modal Clustering: An Information Bottleneck Realization Method
2. ICML 2025A Theoretical Justification for Asymmetric Actor-Critic Algorithms
3. ICML 2025A Variational Information Theoretic Approach to Out-of-Distribution Detection
4. ICML 2025Adaptive Elicitation of Latent Information Using Natural Language
5. ICML 2025Aligning Multimodal Representations through an Information Bottleneck
6. ICML 2025An Effective and Secure Federated Multi-View Clustering Method with Information-Theoretic Perspective
7. ICML 2025An Efficient Search-and-Score Algorithm for Ancestral Graphs using Multivariate Information Scores for Complex Non-linear and Categorical Data
8. ICML 2025CACTI: Leveraging Copy Masking and Contextual Information to Improve Tabular Data Imputation
9. ICML 2025CEGA: A Cost-Effective Approach for Graph-Based Model Extraction and Acquisition
10. ICML 2025Complex Wavelet Mutual Information Loss: A Multi-Scale Loss Function for Semantic Segmentation
11. ICML 2025Cooperation of Experts: Fusing Heterogeneous Information with Large Margin
12. ICML 2025De-mark: Watermark Removal in Large Language Models
13. ICML 2025DeepCrossAttention: Supercharging Transformer Residual Connections
14. ICML 2025Disentangling and Integrating Relational and Sensory Information in Transformer Architectures
15. ICML 2025DocKS-RAG: Optimizing Document-Level Relation Extraction through LLM-Enhanced Hybrid Prompt Tuning
16. ICML 2025Efficiently Access Diffusion Fisher: Within the Outer Product Span Space
17. ICML 2025Exactly Tight Information-theoretic Generalization Bounds via Binary Jensen-Shannon Divergence
18. ICML 2025Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective
19. ICML 2025FIC-TSC: Learning Time Series Classification with Fisher Information Constraint
20. ICML 2025Fishers for Free? Approximating the Fisher Information Matrix by Recycling the Squared Gradient Accumulator
21. ICML 2025FisherSFT: Data-Efficient Supervised Fine-Tuning of Language Models Using Information Gain
22. ICML 2025Fragments to Facts: Partial-Information Fragment Inference from LLMs
23. ICML 2025Functional Alignment Can Mislead: Examining Model Stitching
24. ICML 2025Generalization in Federated Learning: A Conditional Mutual Information Framework
25. ICML 2025Graph4MM: Weaving Multimodal Learning with Structural Information
26. ICML 2025Information Bottleneck-guided MLPs for Robust Spatial-temporal Forecasting
27. ICML 2025Learning Imperfect Information Extensive-form Games with Last-iterate Convergence under Bandit Feedback
28. ICML 2025Learning Likelihood-Free Reference Priors
29. ICML 2025Learning Optimal Multimodal Information Bottleneck Representations
30. ICML 2025Matrix Completion with Incomplete Side Information via Orthogonal Complement Projection
31. ICML 2025NBDI: A Simple and Effective Termination Condition for Skill Extraction from Task-Agnostic Demonstrations
32. ICML 2025Noise-Guided Predicate Representation Extraction and Diffusion-Enhanced Discretization for Scene Graph Generation
33. ICML 2025On the Importance of Gaussianizing Representations
34. ICML 2025Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning
35. ICML 2025Optimal Information Retention for Time-Series Explanations
36. ICML 2025PIGDreamer: Privileged Information Guided World Models for Safe Partially Observable Reinforcement Learning
37. ICML 2025Pointwise Information Measures as Confidence Estimators in Deep Neural Networks: A Comparative Study
38. ICML 2025Position: Language model developers should report train-test overlap
39. ICML 2025ProDiff: Prototype-Guided Diffusion for Minimal Information Trajectory Imputation
40. ICML 2025Revealing Weaknesses in Text Watermarking Through Self-Information Rewrite Attacks
41. ICML 2025ROME is Forged in Adversity: Robust Distilled Datasets via Information Bottleneck
42. ICML 2025Scalable Attribute-Missing Graph Clustering via Neighborhood Differentiation
43. ICML 2025Sharp Optimality of Simple, Plug-in Estimation of the Fisher Information of a Smoothed Density
44. ICML 2025Super Deep Contrastive Information Bottleneck for Multi-modal Clustering
45. ICML 2025The Sample Complexity of Online Strategic Decision Making with Information Asymmetry and Knowledge Transportability
46. ICML 2025ZeroFlow: Overcoming Catastrophic Forgetting is Easier than You Think

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。