材料发现论文趋势 2023–2026

主要结论

• 材料发现论文从 2023 年的 30 篇增长到 2026 年的 77 篇，三年间扩大到约 2.6 倍。
• ICML 是发材料发现论文最多的会议，2023–2026 年共 70 篇，占四个会议总量的 34%。
• 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 8 篇。
• 在「气候与物理科学」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的天气预报是 6.1 倍，材料发现是 2.6 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 2026AMGenC: Generating Charge Balanced Amorphous Materials
• ICML 2026Adaptive Symmetry Discovery for Dynamical System Identification
• ICLR 2026Bures Generalized Category Discovery
• CVPR 2026TAR Token-Aware Refinement for Fine-grained Generalized Category Discovery
• NeurIPS 2025Generalized Category Discovery under Domain Shift: A Frequency Domain Perspective
• ICML 2025Neural Discovery in Mathematics: Do Machines Dream of Colored Planes?
• ICLR 2025DebGCD: Debiased Learning with Distribution Guidance for Generalized Category Discovery
• CVPR 2025Adaptive Part Learning for Fine-Grained Generalized Category Discovery: A Plug-and-Play Enhancement
• NeurIPS 2024WelQrate: Defining the Gold Standard in Small Molecule Drug Discovery Benchmarking
• ICML 2024Amortized Equation Discovery in Hybrid Dynamical Systems
• ICLR 2024Towards Faithful Explanations: Boosting Rationalization with Shortcuts Discovery
• CVPR 2024Eclipse: Disambiguating Illumination and Materials using Unintended Shadows
• NeurIPS 2023An Optimization-based Approach To Node Role Discovery in Networks: Approximating Equitable Partitions
• ICML 2023Deep Temporal Sets with Evidential Reinforced Attentions for Unique Behavioral Pattern Discovery
• ICLR 2023Improving the imputation of missing data with Markov Blanket discovery
• CVPR 2023Bootstrap Your Own Prior: Towards Distribution-Agnostic Novel Class Discovery
• NeurIPS 2026Ballad: Bandit-Based LLM Routing for Automated Heuristic Discovery
• ICML 2026CURE: Consistency-under-Unified Semantic Regularization for Generalized Category Discovery
• ICLR 2026From Concepts to Components: Concept-Agnostic Attention Module Discovery in Transformers
• CVPR 2026Decouple Your Discovery and Memory in Continual Generalized Category Discovery

全部材料发现论文

共 48 篇，第 1 / 1 页

1. CVPR 2024Active Generalized Category Discovery
2. CVPR 2024Contrastive Mean-Shift Learning for Generalized Category Discovery
3. CVPR 2024Eclipse: Disambiguating Illumination and Materials using Unintended Shadows
4. CVPR 2024Federated Generalized Category Discovery
5. CVPR 2024MatSynth: A Modern PBR Materials Dataset
6. CVPR 2024Novel Class Discovery for Ultra-Fine-Grained Visual Categorization
7. CVPR 2024Practical Measurements of Translucent Materials with Inter-Pixel Translucency Prior
8. CVPR 2024QUADify: Extracting Meshes with Pixel-level Details and Materials from Images
9. CVPR 2024Solving the Catastrophic Forgetting Problem in Generalized Category Discovery
10. CVPR 2024Understanding Video Transformers via Universal Concept Discovery
11. CVPR 2024Visual Concept Connectome (VCC): Open World Concept Discovery and their Interlayer Connections in Deep Models
12. ICLR 2024A Versatile Causal Discovery Framework to Allow Causally-Related Hidden Variables
13. ICLR 2024CoLiDE: Concomitant Linear DAG Estimation
14. ICLR 2024Federated Causal Discovery from Heterogeneous Data
15. ICLR 2024ODE Discovery for Longitudinal Heterogeneous Treatment Effects Inference
16. ICLR 2024One-hot Generalized Linear Model for Switching Brain State Discovery
17. ICLR 2024Scalable Diffusion for Materials Generation
18. ICLR 2024Towards Faithful Explanations: Boosting Rationalization with Shortcuts Discovery
19. ICML 2024A Sober Look at LLMs for Material Discovery: Are They Actually Good for Bayesian Optimization Over Molecules?
20. ICML 2024Amortized Equation Discovery in Hybrid Dynamical Systems
21. ICML 2024Automated Statistical Model Discovery with Language Models
22. ICML 2024Bivariate Causal Discovery using Bayesian Model Selection
23. ICML 2024ByMI: Byzantine Machine Identification with False Discovery Rate Control
24. ICML 2024Causal Discovery via Conditional Independence Testing with Proxy Variables
25. ICML 2024Causal Discovery with Fewer Conditional Independence Tests
26. ICML 2024Drug Discovery with Dynamic Goal-aware Fragments
27. ICML 2024Entropy-Reinforced Planning with Large Language Models for Drug Discovery
28. ICML 2024Exploiting Negative Samples: A Catalyst for Cohort Discovery in Healthcare Analytics
29. ICML 2024FlowMM: Generating Materials with Riemannian Flow Matching
30. ICML 2024Foundations of Testing for Finite-Sample Causal Discovery
31. ICML 2024Intersectional Unfairness Discovery
32. ICML 2024Latent Space Symmetry Discovery
33. ICML 2024On the sample complexity of conditional independence testing with Von Mises estimator with application to causal discovery
34. ICML 2024Optimal Kernel Choice for Score Function-based Causal Discovery
35. ICML 2024Position: Data-driven Discovery with Large Generative Models
36. ICML 2024Score-Based Causal Discovery of Latent Variable Causal Models
37. ICML 2024Stable Differentiable Causal Discovery
38. ICML 2024Unsupervised Concept Discovery Mitigates Spurious Correlations
39. NeurIPS 2024Flipped Classroom: Aligning Teacher Attention with Student in Generalized Category Discovery
40. NeurIPS 2024Generative Hierarchical Materials Search
41. NeurIPS 2024Happy: A Debiased Learning Framework for Continual Generalized Category Discovery
42. NeurIPS 2024Invariant Tokenization of Crystalline Materials for Language Model Enabled Generation
43. NeurIPS 2024Learning Infinitesimal Generators of Continuous Symmetries from Data
44. NeurIPS 2024Learning symmetries via weight-sharing with doubly stochastic tensors
45. NeurIPS 2024No Regrets: Investigating and Improving Regret Approximations for Curriculum Discovery
46. NeurIPS 2024Prototypical Hash Encoding for On-the-Fly Fine-Grained Category Discovery
47. NeurIPS 2024Symmetry Discovery Beyond Affine Transformations
48. NeurIPS 2024WelQrate: Defining the Gold Standard in Small Molecule Drug Discovery Benchmarking

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。