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 34 篇，第 1 / 1 页

1. ICLR 2026Advancing Universal Deep Learning for Electronic-Structure Hamiltonian Prediction of Materials
2. ICLR 2026Bures Generalized Category Discovery
3. ICLR 2026Causal Discovery in the Wild: A Voting-Theoretic Ensemble Approach
4. ICLR 2026Causal Discovery via Quantile Partial Effect
5. ICLR 2026Disentangled representation learning through unsupervised symmetry group discovery
6. ICLR 2026From atom to space: A region-based readout function for spatial properties of materials
7. ICLR 2026From Concepts to Components: Concept-Agnostic Attention Module Discovery in Transformers
8. ICLR 2026HSG-12M: A Large-Scale Benchmark of Spatial Multigraphs from the Energy Spectra of Non-Hermitian Crystals
9. ICLR 2026LLEMA: Accelerating Materials Design via LLM-Guided Evolutionary Search
10. ICLR 2026RECON: Robust symmetry discovery via Explicit Canonical Orientation Normalization
11. ICLR 2026SpectralGCD: Spectral Concept Selection and Cross-modal Representation Learning for Generalized Category Discovery
12. ICLR 2025A Skewness-Based Criterion for Addressing Heteroscedastic Noise in Causal Discovery
13. ICLR 2025Conditional Testing based on Localized Conformal $p$-values
14. ICLR 2025DebGCD: Debiased Learning with Distribution Guidance for Generalized Category Discovery
15. ICLR 2025Designing Mechanical Meta-Materials by Learning Equivariant Flows
16. ICLR 2025ECD: A Machine Learning Benchmark for Predicting Enhanced-Precision Electronic Charge Density in Crystalline Inorganic Materials
17. ICLR 2025Efficient Automated Circuit Discovery in Transformers using Contextual Decomposition
18. ICLR 2025HiLo: A Learning Framework for Generalized Category Discovery Robust to Domain Shifts
19. ICLR 2025MatExpert: Decomposing Materials Discovery By Mimicking Human Experts
20. ICLR 2025SimXRD-4M: Big Simulated X-ray Diffraction Data and Crystal Symmetry Classification Benchmark
21. ICLR 2025SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
22. ICLR 2025The Ramanujan Library - Automated Discovery on the Hypergraph of Integer Relations
23. ICLR 2025When Selection Meets Intervention: Additional Complexities in Causal Discovery
24. ICLR 2024A Versatile Causal Discovery Framework to Allow Causally-Related Hidden Variables
25. ICLR 2024CoLiDE: Concomitant Linear DAG Estimation
26. ICLR 2024Federated Causal Discovery from Heterogeneous Data
27. ICLR 2024ODE Discovery for Longitudinal Heterogeneous Treatment Effects Inference
28. ICLR 2024One-hot Generalized Linear Model for Switching Brain State Discovery
29. ICLR 2024Scalable Diffusion for Materials Generation
30. ICLR 2024Towards Faithful Explanations: Boosting Rationalization with Shortcuts Discovery
31. ICLR 2023Context-enriched molecule representations improve few-shot drug discovery
32. ICLR 2023DAG Learning on the Permutahedron
33. ICLR 2023Improving the imputation of missing data with Markov Blanket discovery
34. ICLR 2023Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill Discovery

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。