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

每年论文数

各会议论文数

按年份和会议统计

药物发现论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
20232122201679
202449234211125
202564483912163
2026100376311211

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

全部药物发现论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 578 篇，第 8 / 12 页

  1. NeurIPS 2025MOOSE-Chem2: Exploring LLM Limits in Fine-Grained Scientific Hypothesis Discovery via Hierarchical Search
  2. NeurIPS 2025Near-Optimal Experiment Design in Linear non-Gaussian Cyclic Models
  3. NeurIPS 2025NeuralPLexer3: Accurate Biomolecular Complex Structure Prediction with Flow Models
  4. NeurIPS 2025OligoGym: Curated Datasets and Benchmarks for Oligonucleotide Drug Discovery
  5. NeurIPS 2025Online Feedback Efficient Active Target Discovery in Partially Observable Environments
  6. NeurIPS 2025Partition to Evolve: Niching-enhanced Evolution with LLMs for Automated Algorithm Discovery
  7. NeurIPS 2025Periodic Skill Discovery
  8. NeurIPS 2025Prior-Guided Flow Matching for Target-Aware Molecule Design with Learnable Atom Number
  9. NeurIPS 2025ProSpero: Active Learning for Robust Protein Design Beyond Wild-Type Neighborhoods
  10. NeurIPS 2025Protein Design with Dynamic Protein Vocabulary
  11. NeurIPS 2025Protein Inverse Folding From Structure Feedback
  12. NeurIPS 2025ProtInvTree: Deliberate Protein Inverse Folding with Reward-guided Tree Search
  13. NeurIPS 2025PSBench: a large-scale benchmark for estimating the accuracy of protein complex structural models
  14. NeurIPS 2025Rationalized All-Atom Protein Design with Unified Multi-Modal Bayesian Flow
  15. NeurIPS 2025Reinforced Active Learning for Large-Scale Virtual Screening with Learnable Policy Model
  16. NeurIPS 2025Rethinking Circuit Completeness in Language Models: AND, OR, and ADDER Gates
  17. NeurIPS 2025Revealing Multimodal Causality with Large Language Models
  18. NeurIPS 2025Revolutionizing Training-Free NAS: Towards Efficient Automatic Proxy Discovery via Large Language Models
  19. NeurIPS 2025Scalable and Cost-Efficient de Novo Template-Based Molecular Generation
  20. NeurIPS 2025SEAL: Semantic-Aware Hierarchical Learning for Generalized Category Discovery
  21. NeurIPS 2025Self-supervised Blending Structural Context of Visual Molecules for Robust Drug Interaction Prediction
  22. NeurIPS 2025Self-Supervised Discovery of Neural Circuits in Spatially Patterned Neural Responses with Graph Neural Networks
  23. NeurIPS 2025UniSite: The First Cross-Structure Dataset and Learning Framework for End-to-End Ligand Binding Site Detection
  24. NeurIPS 2025UniZyme: A Unified Protein Cleavage Site Predictor Enhanced with Enzyme Active-Site Knowledge
  25. CVPR 2024Active Generalized Category Discovery
  26. CVPR 2024Adaptive Slot Attention: Object Discovery with Dynamic Slot Number
  27. CVPR 2024Contrastive Mean-Shift Learning for Generalized Category Discovery
  28. CVPR 2024DIOD: Self-Distillation Meets Object Discovery
  29. CVPR 2024Federated Generalized Category Discovery
  30. CVPR 2024Molecular Data Programming: Towards Molecule Pseudo-labeling with Systematic Weak Supervision
  31. CVPR 2024NoiseCLR: A Contrastive Learning Approach for Unsupervised Discovery of Interpretable Directions in Diffusion Models
  32. CVPR 2024Novel Class Discovery for Ultra-Fine-Grained Visual Categorization
  33. CVPR 2024Solving the Catastrophic Forgetting Problem in Generalized Category Discovery
  34. CVPR 2024Understanding Video Transformers via Universal Concept Discovery
  35. CVPR 2024Visual Concept Connectome (VCC): Open World Concept Discovery and their Interlayer Connections in Deep Models
  36. ICLR 2024A Versatile Causal Discovery Framework to Allow Causally-Related Hidden Variables
  37. ICLR 2024Beam Enumeration: Probabilistic Explainability For Sample Efficient Self-conditioned Molecular Design
  38. ICLR 2024BioBridge: Bridging Biomedical Foundation Models via Knowledge Graphs
  39. ICLR 2024CoLiDE: Concomitant Linear DAG Estimation
  40. ICLR 2024Conversational Drug Editing Using Retrieval and Domain Feedback
  41. ICLR 2024Cycle Consistency Driven Object Discovery
  42. ICLR 2024DecompOpt: Controllable and Decomposed Diffusion Models for Structure-based Molecular Optimization
  43. ICLR 2024Equivariant Scalar Fields for Molecular Docking with Fast Fourier Transforms
  44. ICLR 2024Federated Causal Discovery from Heterogeneous Data
  45. ICLR 2024Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models
  46. ICLR 2024Navigating the Design Space of Equivariant Diffusion-Based Generative Models for De Novo 3D Molecule Generation
  47. ICLR 2024ODE Discovery for Longitudinal Heterogeneous Treatment Effects Inference
  48. ICLR 2024One-hot Generalized Linear Model for Switching Brain State Discovery
  49. ICLR 2024Protein Discovery with Discrete Walk-Jump Sampling
  50. ICLR 2024Protein-ligand binding representation learning from fine-grained interactions

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"}

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。

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