Information Extraction papers, 2023–2026
NER, relations, and events
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 798 papers are tagged with this topic.
Key findings
- Information Extraction went from 143 papers in 2023 to 266 in 2026, roughly 1.9x in three years.
- NeurIPS publishes the most Information Extraction work: 287 papers from 2023 to 2026, 36% of the four-venue total.
- The fastest-growing overlap is with Diffusion Models: papers tagged with both rose from 2 in 2023 to 28 in 2026.
- Among the 5 topics under Natural Language, it ranks #3 by 2026 paper count; the fastest grower in the group, Retrieval-Augmented Generation, is up 5.4x versus 1.9x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 44 | 26 | 46 | 27 | 143 |
| 2024 | 67 | 36 | 65 | 22 | 190 |
| 2025 | 80 | 50 | 46 | 23 | 199 |
| 2026 | 96 | 63 | 74 | 33 | 266 |
Representative papers
Spread across years and venues so every edition shows up
- 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
All Information Extraction papers
266 papers, page 6 of 6
- NeurIPS 2026SPATIALEPIBENCH: Benchmarking Spatial Information and Epidemic Priors in Forecasting
- NeurIPS 2026Spectral Estimation with Deformed Decompression
- NeurIPS 2026Spectral Geometry of Attention: From Information Routing to Uncertainty
- NeurIPS 2026Stabilizing RL+Search for Imperfect-Information Extensive-Form Games
- NeurIPS 2026Submodular Benchmark Selection
- NeurIPS 2026The Bayesian Learning Rule Beyond KL Geometry
- NeurIPS 2026The Communication Bottleneck: A Round-Trip Study of Compositional Serialization in Language Models
- NeurIPS 2026The limbic navigation system as a hierarchical RNN
- NeurIPS 2026The Text Uncanny Valley: Non-Monotonic Performance Degradation in LLM Information Retrieval
- NeurIPS 2026The Type Theory of Stationary MDPs: Rare Events and Uncertainty Quantification
- NeurIPS 2026Theoretical Limits of Language Model Alignment
- NeurIPS 2026TopoFisher: Learning Topological Summary Statistics by Maximizing Fisher Information
- NeurIPS 2026Training Language Models to Explain Their Own Computations
- NeurIPS 2026Transfer Entropy as a Measure of Information Flow in VLMs and LLMs
- NeurIPS 2026Watermarking Game-Playing Agents in Perfect-Information Extensive-Form Games
- NeurIPS 2026Why Cancer cfDNA Models Fail on Chronic Disease: A Geometric Information-Theoretic Bound and Its Architectural Implications
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FAQ
- How many Information Extraction papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 798 in total: 143 in 2023, 190 in 2024, 199 in 2025, 266 in 2026.
- How many Information Extraction papers are at NeurIPS 2026?
- NeurIPS 2026 has 96 Information Extraction papers, versus 80 the year before.
- How many Information Extraction papers are at ICLR 2026?
- ICLR 2026 has 63 Information Extraction papers, versus 50 the year before.
- How many Information Extraction papers are at ICML 2026?
- ICML 2026 has 74 Information Extraction papers, versus 46 the year before.
- How many Information Extraction papers are at CVPR 2026?
- CVPR 2026 has 33 Information Extraction papers, versus 23 the year before.
- Which conference publishes the most Information Extraction papers?
- NeurIPS, with 287 papers from 2023 to 2026.