材料发现论文趋势 2023–2026

晶体与材料

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 208 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

材料发现论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202364101030
2024107201148
20251512131353
2026331127677

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

全部材料发现论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 208 篇，第 4 / 5 页

  1. ICML 2024Automated Statistical Model Discovery with Language Models
  2. ICML 2024Bivariate Causal Discovery using Bayesian Model Selection
  3. ICML 2024ByMI: Byzantine Machine Identification with False Discovery Rate Control
  4. ICML 2024Causal Discovery via Conditional Independence Testing with Proxy Variables
  5. ICML 2024Causal Discovery with Fewer Conditional Independence Tests
  6. ICML 2024Drug Discovery with Dynamic Goal-aware Fragments
  7. ICML 2024Entropy-Reinforced Planning with Large Language Models for Drug Discovery
  8. ICML 2024Exploiting Negative Samples: A Catalyst for Cohort Discovery in Healthcare Analytics
  9. ICML 2024FlowMM: Generating Materials with Riemannian Flow Matching
  10. ICML 2024Foundations of Testing for Finite-Sample Causal Discovery
  11. ICML 2024Intersectional Unfairness Discovery
  12. ICML 2024Latent Space Symmetry Discovery
  13. ICML 2024On the sample complexity of conditional independence testing with Von Mises estimator with application to causal discovery
  14. ICML 2024Optimal Kernel Choice for Score Function-based Causal Discovery
  15. ICML 2024Position: Data-driven Discovery with Large Generative Models
  16. ICML 2024Score-Based Causal Discovery of Latent Variable Causal Models
  17. ICML 2024Stable Differentiable Causal Discovery
  18. ICML 2024Unsupervised Concept Discovery Mitigates Spurious Correlations
  19. NeurIPS 2024Flipped Classroom: Aligning Teacher Attention with Student in Generalized Category Discovery
  20. NeurIPS 2024Generative Hierarchical Materials Search
  21. NeurIPS 2024Happy: A Debiased Learning Framework for Continual Generalized Category Discovery
  22. NeurIPS 2024Invariant Tokenization of Crystalline Materials for Language Model Enabled Generation
  23. NeurIPS 2024Learning Infinitesimal Generators of Continuous Symmetries from Data
  24. NeurIPS 2024Learning symmetries via weight-sharing with doubly stochastic tensors
  25. NeurIPS 2024No Regrets: Investigating and Improving Regret Approximations for Curriculum Discovery
  26. NeurIPS 2024Prototypical Hash Encoding for On-the-Fly Fine-Grained Category Discovery
  27. NeurIPS 2024Symmetry Discovery Beyond Affine Transformations
  28. NeurIPS 2024WelQrate: Defining the Gold Standard in Small Molecule Drug Discovery Benchmarking
  29. CVPR 2023BKinD-3D: Self-Supervised 3D Keypoint Discovery From Multi-View Videos
  30. CVPR 2023Bootstrap Your Own Prior: Towards Distribution-Agnostic Novel Class Discovery
  31. CVPR 2023Dynamic Conceptional Contrastive Learning for Generalized Category Discovery
  32. CVPR 2023Hi-LASSIE: High-Fidelity Articulated Shape and Skeleton Discovery From Sparse Image Ensemble
  33. CVPR 2023Object Discovery From Motion-Guided Tokens
  34. CVPR 2023On-the-Fly Category Discovery
  35. CVPR 2023PartMix: Regularization Strategy To Learn Part Discovery for Visible-Infrared Person Re-Identification
  36. CVPR 2023PromptCAL: Contrastive Affinity Learning via Auxiliary Prompts for Generalized Novel Category Discovery
  37. CVPR 2023SuperDisco: Super-Class Discovery Improves Visual Recognition for the Long-Tail
  38. CVPR 2023The Differentiable Lens: Compound Lens Search Over Glass Surfaces and Materials for Object Detection
  39. ICLR 2023Context-enriched molecule representations improve few-shot drug discovery
  40. ICLR 2023DAG Learning on the Permutahedron
  41. ICLR 2023Improving the imputation of missing data with Markov Blanket discovery
  42. ICLR 2023Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill Discovery
  43. ICML 2023Causal Discovery with Latent Confounders Based on Higher-Order Cumulants
  44. ICML 2023Deep Temporal Sets with Evidential Reinforced Attentions for Unique Behavioral Pattern Discovery
  45. ICML 2023DiscoBAX - Discovery of optimal intervention sets in genomic experiment design
  46. ICML 2023Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language
  47. ICML 2023Exploring Model Dynamics for Accumulative Poisoning Discovery
  48. ICML 2023Generative Adversarial Symmetry Discovery
  49. ICML 2023Invariant Slot Attention: Object Discovery with Slot-Centric Reference Frames
  50. ICML 2023Layered State Discovery for Incremental Autonomous Exploration

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 查材料发现在 ICML 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": "materials-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材料发现论文？
共 208 篇，按年份分别是 2023 年 30 篇、2024 年 48 篇、2025 年 53 篇、2026 年 77 篇。
NeurIPS 2026 有多少篇材料发现论文？
NeurIPS 2026 有 33 篇材料发现论文，上一届是 15 篇。
ICLR 2026 有多少篇材料发现论文？
ICLR 2026 有 11 篇材料发现论文，上一届是 12 篇。
ICML 2026 有多少篇材料发现论文？
ICML 2026 有 27 篇材料发现论文，上一届是 13 篇。
CVPR 2026 有多少篇材料发现论文？
CVPR 2026 有 6 篇材料发现论文，上一届是 13 篇。
哪个会议的材料发现论文最多？
ICML，2023–2026 年共 70 篇。

「气候与物理科学」下的其他主题