药物发现论文趋势 2023–2026
分子与蛋白设计
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 578 篇被归入该主题的论文。
主要结论
- 药物发现论文从 2023 年的 79 篇增长到 2026 年的 211 篇，三年间扩大到约 2.7 倍。
- NeurIPS 是发药物发现论文最多的会议，2023–2026 年共 234 篇，占四个会议总量的 40%。
- 交叉方向里涨得最快的是应用 · chemistry physics and earth sciences：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 42 篇。
- 在「健康与生命科学」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的临床 NLP是 3.2 倍，药物发现是 2.7 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 21 | 22 | 20 | 16 | 79 |
| 2024 | 49 | 23 | 42 | 11 | 125 |
| 2025 | 64 | 48 | 39 | 12 | 163 |
| 2026 | 100 | 37 | 63 | 11 | 211 |
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 2026ACER: Towards Generalizable Protein-ligand Co-folding
- ICML 2026Adaptive Symmetry Discovery for Dynamical System Identification
- ICLR 2026Bures Generalized Category Discovery
- CVPR 2026Learning Like Humans Analogical Concept Learning for Generalized Category Discovery
- NeurIPS 2025AANet: Virtual Screening under Structural Uncertainty via Alignment and Aggregation
- ICML 2025Explicit Discovery of Nonlinear Symmetries from Dynamic Data
- ICLR 2025CBGBench: Fill in the Blank of Protein-Molecule Complex Binding Graph
- CVPR 2025Adaptive Part Learning for Fine-Grained Generalized Category Discovery: A Plug-and-Play Enhancement
- NeurIPS 2024A SARS-CoV-2 Interaction Dataset and VHH Sequence Corpus for Antibody Language Models
- ICML 2024Amortized Equation Discovery in Hybrid Dynamical Systems
- ICLR 2024Self-supervised Pocket Pretraining via Protein Fragment-Surroundings Alignment
- CVPR 2024Federated Generalized Category Discovery
- NeurIPS 2023An Optimization-based Approach To Node Role Discovery in Networks: Approximating Equitable Partitions
- ICML 2023A Group Symmetric Stochastic Differential Equation Model for Molecule Multi-modal Pretraining
- ICLR 2023Context-enriched molecule representations improve few-shot drug discovery
- CVPR 2023Bootstrap Your Own Prior: Towards Distribution-Agnostic Novel Class Discovery
- NeurIPS 2026Active Flow Expansion for Out-of-Distribution Discovery: from Theory to Molecules
- ICML 2026CURE: Consistency-under-Unified Semantic Regularization for Generalized Category Discovery
- ICLR 2026Exploring Synthesizable Chemical Space with Iterative Pathway Refinements
- CVPR 2026TAR Token-Aware Refinement for Fine-grained Generalized Category Discovery
全部药物发现论文
共 211 篇，第 5 / 5 页
- NeurIPS 2026Structure-aware Reinforcement Learning for Protein Directed Evolution
- NeurIPS 2026Temporal Selective Exploration for Reinforcement Learning-Guided Continuous-Discrete Flow Matching in 3D Molecular Design
- NeurIPS 2026TrialAgentBench: Evaluating AI Agents for Clinical-Trial Analysis and Long-Horizon Drug-Development Decisions
- NeurIPS 2026Trustworthy Retrosynthesis: Eliminating Hallucinations with a Diverse Ensemble of Reaction Scorers
- NeurIPS 2026Two Stages of Folding: Convergent Mechanisms in AI Protein Folding Trunks
- NeurIPS 2026UniFlowDock: Flexible Docking with Complete Equivariant Velocity Fields
- NeurIPS 2026Unsupervised Concept Discovery with Dirichlet Concept Diffusion Models
- NeurIPS 2026Virtual Double Oracle: Faster Convergence by Leveraging Strategies That Were Watching All Along
- NeurIPS 2026Weather-Robust Cross-View Geo-Localization via Prototype-Based Semantic Part Discovery
- NeurIPS 2026When Does Knowing the State Help? Diagnosing Process vs. Outcome Reward Design
- NeurIPS 2026When Transcriptomic Foundation Models Scale: Domain-Focused Pretraining for Drug Development in Immunology and Inflammation
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 查药物发现在 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": "drug-discovery"}
常见问题
- 2023–2026 年四大会议一共有多少篇药物发现论文？
- 共 578 篇，按年份分别是 2023 年 79 篇、2024 年 125 篇、2025 年 163 篇、2026 年 211 篇。
- NeurIPS 2026 有多少篇药物发现论文？
- NeurIPS 2026 有 100 篇药物发现论文，上一届是 64 篇。
- ICLR 2026 有多少篇药物发现论文？
- ICLR 2026 有 37 篇药物发现论文，上一届是 48 篇。
- ICML 2026 有多少篇药物发现论文？
- ICML 2026 有 63 篇药物发现论文，上一届是 39 篇。
- CVPR 2026 有多少篇药物发现论文？
- CVPR 2026 有 11 篇药物发现论文，上一届是 12 篇。
- 哪个会议的药物发现论文最多？
- NeurIPS，2023–2026 年共 234 篇。