临床 NLP论文趋势 2023–2026

主要结论

• 临床 NLP论文从 2023 年的 15 篇增长到 2026 年的 48 篇，三年间扩大到约 3.2 倍。
• NeurIPS 是发临床 NLP论文最多的会议，2023–2026 年共 48 篇，占四个会议总量的 47%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 14 篇。
• 在「健康与生命科学」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的医学影像是 2.9 倍，临床 NLP是 3.2 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 2026Artificial Aphasias in Lesioned Language Models
• ICML 2026NBCG: Nash-Bargained Causal Game for Long-Tailed Multi-Label NLP
• ICLR 2026Benchmarking ECG Foundational Models: A Reality Check Across Clinical Tasks
• CVPR 2026Med-CMR A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic
• NeurIPS 2025Timely Clinical Diagnosis through Active Test Selection
• ICML 2025Doubly Protected Estimation for Survival Outcomes Utilizing External Controls for Randomized Clinical Trials
• ICLR 2025Effective post-training embedding compression via temperature control in contrastive training
• NeurIPS 2024Newswire: A Large-Scale Structured Database of a Century of Historical News
• ICML 2024Contrastive Learning for Clinical Outcome Prediction with Partial Data Sources
• ICLR 2024Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals
• NeurIPS 2023Text Alignment Is An Efficient Unified Model for Massive NLP Tasks
• ICML 2023Prefer to Classify: Improving Text Classifiers via Auxiliary Preference Learning
• ICLR 2023KnowDA: All-in-One Knowledge Mixture Model for Data Augmentation in Low-Resource NLP
• NeurIPS 2026Can Bits Seal Language?
• ICML 2026Attention Hijacking: Backdooring Text Dataset Distillation via Semantic Anchors
• ICLR 2026AP-OOD: Attention Pooling for Out-of- Distribution Detection
• CVPR 2026X-PCR A Benchmark for Cross-modality Progressive Clinical Reasoning in Ophthalmic
• NeurIPS 2025ClinBench: A Standardized Multi-Domain Framework for Evaluating Large Language Models in Clinical Information Extraction
• ICML 2025EEG-Language Pretraining for Highly Label-Efficient Clinical Phenotyping
• ICLR 2025Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification

全部临床 NLP论文

共 18 篇，第 1 / 1 页

1. ICML 2026A Machine-Learned Comorbidity Index
2. ICML 2026Attention Hijacking: Backdooring Text Dataset Distillation via Semantic Anchors
3. ICML 2026Expert-guided Clinical Text Augmentation via Query-Based Model Collaboration
4. ICML 2026From Token to Token Pair: Efficient Prompt Compression for Large Language Models in Clinical Prediction
5. ICML 2026How Should Transformers Encode Numeric Values in Electronic Health Records?
6. ICML 2026NBCG: Nash-Bargained Causal Game for Long-Tailed Multi-Label NLP
7. ICML 2026PyHealth 2.0: A Comprehensive Open-Source Toolkit for Accessible and Reproducible Clinical Deep Learning
8. ICML 2026Separating Representation from Reconstruction Enables Scalable Text Encoders
9. ICML 2026STT-LLM: Structural-Temporal Tokenization for Adapting LLMs to Longitudinal Clinical Profiles
10. ICML 2026TwinWeaver: An LLM-Based Foundation Model Framework for Pan-Cancer Digital Twins
11. ICML 2025Doubly Protected Estimation for Survival Outcomes Utilizing External Controls for Randomized Clinical Trials
12. ICML 2025EEG-Language Pretraining for Highly Label-Efficient Clinical Phenotyping
13. ICML 2024Contrastive Learning for Clinical Outcome Prediction with Partial Data Sources
14. ICML 2024Faithfulness Measurable Masked Language Models
15. ICML 2024Safe Exploration in Dose Finding Clinical Trials with Heterogeneous Participants
16. ICML 2024Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement
17. ICML 2023Prefer to Classify: Improving Text Classifiers via Auxiliary Preference Learning
18. ICML 2023Sequential Multi-Dimensional Self-Supervised Learning for Clinical Time Series

常见问题

2023–2026 年四大会议一共有多少篇临床 NLP论文？

共 103 篇，按年份分别是 2023 年 15 篇、2024 年 22 篇、2025 年 18 篇、2026 年 48 篇。

NeurIPS 2026 有多少篇临床 NLP论文？

NeurIPS 2026 有 24 篇临床 NLP论文，上一届是 9 篇。

ICLR 2026 有多少篇临床 NLP论文？

ICLR 2026 有 12 篇临床 NLP论文，上一届是 7 篇。

ICML 2026 有多少篇临床 NLP论文？

ICML 2026 有 10 篇临床 NLP论文，上一届是 2 篇。

CVPR 2026 有多少篇临床 NLP论文？

CVPR 2026 有 2 篇临床 NLP论文。

哪个会议的临床 NLP论文最多？

NeurIPS，2023–2026 年共 48 篇。