药物发现论文趋势 2023–2026

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。

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 1 / 5 页

1. CVPR 2026A Polynomial Chaos Framework for Causal Discovery in Nonlinear Uncertain
2. CVPR 2026Beyond the Static World Continual Category Discovery under Visual Drift
3. CVPR 2026Decouple Your Discovery and Memory in Continual Generalized Category Discovery
4. CVPR 2026Differences That Matter Auditing Models for Capability Gap Discovery and
5. CVPR 2026Geometric-Aware Hypergraph Reasoning for Novel Class Discovery in Point Cloud
6. CVPR 2026H-Sets Hessian-Guided Discovery of Set-Level Feature Interactions in Image Classifiers
7. CVPR 2026Learning Like Humans Analogical Concept Learning for Generalized Category Discovery
8. CVPR 2026Seeing Through the Shift Causality-Inspired Robust Generalized Category Discovery
9. CVPR 2026TAR Token-Aware Refinement for Fine-grained Generalized Category Discovery
10. CVPR 2026TRIDENT A Trimodal Cascade Generative Framework for Drug and RNA-Conditioned
11. CVPR 2026Unsupervised Monocular 3D Keypoint Discovery from Multi-View Diffusion Priors
12. ICLR 2026A Hierarchical Circuit Symbolic Discovery Framework for Efficient Logic Optimization
13. ICLR 2026Adaptive Gaussian Expansion for On-the-fly Category Discovery
14. ICLR 2026Bures Generalized Category Discovery
15. ICLR 2026CAPSUL: A Comprehensive Human Protein Benchmark for Subcellular Localization
16. ICLR 2026Causal Discovery in the Wild: A Voting-Theoretic Ensemble Approach
17. ICLR 2026Causal Discovery via Quantile Partial Effect
18. ICLR 2026ConfHit: Conformal Generative Design via Nested Testing
19. ICLR 2026Differentially Private Domain Discovery
20. ICLR 2026Disentangled representation learning through unsupervised symmetry group discovery
21. ICLR 2026Drugging the Undruggable: Benchmarking and Modeling Fragment-Based Screening
22. ICLR 2026DrugTrail: Explainable Drug Discovery via Structured Reasoning and Druggability‑Tailored Preference Optimization
23. ICLR 2026Exploring Synthesizable Chemical Space with Iterative Pathway Refinements
24. ICLR 2026Flow Expansion via Verifier-Constrained Noised State Space Exploration
25. ICLR 2026Formal Mechanistic Interpretability: Automated Circuit Discovery with Provable Guarantees
26. ICLR 2026FragFM: Hierarchical Framework for Efficient Molecule Generation via Fragment-Level Discrete Flow Matching
27. ICLR 2026From Concepts to Components: Concept-Agnostic Attention Module Discovery in Transformers
28. ICLR 2026GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
29. ICLR 2026GRAM-DTI: Adaptive Multimodal Representation Learning for Drug–Target Interaction Prediction
30. ICLR 2026Hedonic Neurons: A Mechanistic Mapping of Latent Coalitions in Transformer MLPs
31. ICLR 2026Influence without Confounding: Causal Discovery from Temporal Data with Long-term Carry-over Effects
32. ICLR 2026Interpolation-Based Conditioning of Flow Matching Models for Bioisosteric Ligand Design
33. ICLR 2026KGOT: Unified Knowledge Graph and Optimal Transport Pseudo-Labeling for Molecule-Protein Interaction Prediction
34. ICLR 2026Multi-Condition Conformal Selection
35. ICLR 2026Multi-state Protein Design with DynamicMPNN
36. ICLR 2026On Discovering Algorithms for Adversarial Imitation Learning
37. ICLR 2026Pallatom-Ligand: an All-Atom Diffusion Model for Designing Ligand-Binding Proteins
38. ICLR 2026PepBenchmark: A Standardized Benchmark for Peptide Machine Learning
39. ICLR 2026PRISM: Progressive Robust Learning for Open-World Continual Category Discovery
40. ICLR 2026RECON: Robust symmetry discovery via Explicit Canonical Orientation Normalization
41. ICLR 2026Reference Guided Skill Discovery
42. ICLR 2026Refine Drugs, Don’t Complete Them: Uniform-Source Discrete Flows for Fragment-Based Drug Discovery
43. ICLR 2026SAIR: Enabling Deep Learning for Protein-Ligand Interactions with a Synthetic Structural Dataset
44. ICLR 2026Scaling Multi-Task Bayesian Optimization with Large Language Models
45. ICLR 2026ShinkaEvolve: Towards Open-Ended and Sample-Efficient Program Evolution
46. ICLR 2026SpectralGCD: Spectral Concept Selection and Cross-modal Representation Learning for Generalized Category Discovery
47. ICLR 2026SYNC: Measuring and Advancing Synthesizability in Structure-Based Drug Design
48. ICLR 2026Toward Safer Diffusion Language Models: Discovery and Mitigation of Priming Vulnerability
49. ICML 2026Adaptive Symmetry Discovery for Dynamical System Identification
50. ICML 2026APEX: Approximate-but-exhaustive search for ultra-large combinatorial synthesis libraries

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。