信息抽取论文趋势 2023–2026

NER、关系与事件抽取

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 798 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

信息抽取论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202344264627143
202467366522190
202580504623199
202696637433266

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

全部信息抽取论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 231 篇，第 4 / 5 页

  1. ICML 2024Matrix Information Theory for Self-Supervised Learning
  2. ICML 2024Mitigating Label Noise on Graphs via Topological Sample Selection
  3. ICML 2024No Free Prune: Information-Theoretic Barriers to Pruning at Initialization
  4. ICML 2024Non-Asymptotic Analysis for Single-Loop (Natural) Actor-Critic with Compatible Function Approximation
  5. ICML 2024Online Learning and Information Exponents: The Importance of Batch size & Time/Complexity Tradeoffs
  6. ICML 2024Performance Bounds for Active Binary Testing with Information Maximization
  7. ICML 2024Physics of Language Models: Part 3.1, Knowledge Storage and Extraction
  8. ICML 2024Pi-DUAL: Using privileged information to distinguish clean from noisy labels
  9. ICML 2024Prospective Side Information for Latent MDPs
  10. ICML 2024Reinforcement Learning from Reachability Specifications: PAC Guarantees with Expected Conditional Distance
  11. ICML 2024Repeat After Me: Transformers are Better than State Space Models at Copying
  12. ICML 2024Rethinking Guidance Information to Utilize Unlabeled Samples: A Label Encoding Perspective
  13. ICML 2024RL-CFR: Improving Action Abstraction for Imperfect Information Extensive-Form Games with Reinforcement Learning
  14. ICML 2024RMIB: Representation Matching Information Bottleneck for Matching Text Representations
  15. ICML 2024S$\Omega$I: Score-based O-INFORMATION Estimation
  16. ICML 2024Safe and Robust Subgame Exploitation in Imperfect Information Games
  17. ICML 2024Sequential Disentanglement by Extracting Static Information From A Single Sequence Element
  18. ICML 2024Slicing Mutual Information Generalization Bounds for Neural Networks
  19. ICML 2024Sliding Down the Stairs: How Correlated Latent Variables Accelerate Learning with Neural Networks
  20. ICML 2024Solving Hierarchical Information-Sharing Dec-POMDPs: An Extensive-Form Game Approach
  21. ICML 2024State-Constrained Zero-Sum Differential Games with One-Sided Information
  22. ICML 2024Stealing part of a production language model
  23. ICML 2024Stochastic Interpolants with Data-Dependent Couplings
  24. ICML 2024Surface-VQMAE: Vector-quantized Masked Auto-encoders on Molecular Surfaces
  25. ICML 2024The Benefits of Reusing Batches for Gradient Descent in Two-Layer Networks: Breaking the Curse of Information and Leap Exponents
  26. ICML 2024The Fundamental Limits of Least-Privilege Learning
  27. ICML 2024TimeX++: Learning Time-Series Explanations with Information Bottleneck
  28. ICML 2024Towards Generalization beyond Pointwise Learning: A Unified Information-theoretic Perspective
  29. ICML 2024Transformers Provably Learn Sparse Token Selection While Fully-Connected Nets Cannot
  30. ICML 2024Understanding Finetuning for Factual Knowledge Extraction
  31. ICML 2024Unlocking the Power of Spatial and Temporal Information in Medical Multimodal Pre-training
  32. ICML 2024Unveiling the Dynamics of Information Interplay in Supervised Learning
  33. ICML 2024USTAD: Unified Single-model Training Achieving Diverse Scores for Information Retrieval
  34. ICML 2024Visual Transformer with Differentiable Channel Selection: An Information Bottleneck Inspired Approach
  35. ICML 2024Weisfeiler-Leman at the margin: When more expressivity matters
  36. ICML 2023A Picture of the Space of Typical Learnable Tasks
  37. ICML 2023Abstracting Imperfect Information Away from Two-Player Zero-Sum Games
  38. ICML 2023Adapting to game trees in zero-sum imperfect information games
  39. ICML 2023An Information-Theoretic Analysis of Nonstationary Bandit Learning
  40. ICML 2023Buying Information for Stochastic Optimization
  41. ICML 2023CO-BED: Information-Theoretic Contextual Optimization via Bayesian Experimental Design
  42. ICML 2023Communication-Constrained Bandits under Additive Gaussian Noise
  43. ICML 2023Continual Vision-Language Representation Learning with Off-Diagonal Information
  44. ICML 2023Coordinated Dynamic Bidding in Repeated Second-Price Auctions with Budgets
  45. ICML 2023Discrete Key-Value Bottleneck
  46. ICML 2023Distributed Contextual Linear Bandits with Minimax Optimal Communication Cost
  47. ICML 2023E$(n)$ Equivariant Message Passing Simplicial Networks
  48. ICML 2023Eliminating Adversarial Noise via Information Discard and Robust Representation Restoration
  49. ICML 2023Fair Neighbor Embedding
  50. ICML 2023FedCR: Personalized Federated Learning Based on Across-Client Common Representation with Conditional Mutual Information Regularization

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查信息抽取在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "information-extraction"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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