应用 · chemistry physics and earth sciences论文趋势 2023–2026

主要结论

• 应用 · chemistry physics and earth sciences论文从 2023 年的 293 篇增长到 2026 年的 1,217 篇，三年间扩大到约 4.2 倍。
• NeurIPS 是发应用 · chemistry physics and earth sciences论文最多的会议，2023–2026 年共 1,107 篇，占四个会议总量的 33%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 3 篇增至 2026 年的 95 篇。
• 在「应用领域」的 10 个主题里，它的 2026 年论文数排第 2；同组增长最快的应用 · health medicine是 61 倍，应用 · chemistry physics and earth sciences是 4.2 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 2026(Strongly) Replicable Distribution Testers imply High Probability Distribution Testers
• ICML 2026(Be Cautious!) Bio-Foundation Models Are Not Yet Robust to Biologically Plausible Perturbations and ML Transformations
• ICLR 2026(U)NFV: Supervised and Unsupervised Neural Finite Volume Methods for Solving Hyperbolic PDEs
• CVPR 2026AssemblyBench Physics-Aware Assembly of Complex Industrial Objects
• NeurIPS 2025A Partition Cover Approach to Tokenization
• ICML 2025A Machine Learning Approach to Duality in Statistical Physics
• ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
• CVPR 2025Accurate Differential Operators for Hybrid Neural Fields
• NeurIPS 2024$\nabla^2$DFT: A Universal Quantum Chemistry Dataset of Drug-Like Molecules and a Benchmark for Neural Network Potentials
• ICML 2024$\bf{\Phi}_\textrm{Flow}$: Differentiable Simulations for PyTorch, TensorFlow and Jax
• ICLR 2024A Foundation Model for Error Correction Codes
• CVPR 2024EarthLoc: Astronaut Photography Localization by Indexing Earth from Space
• NeurIPS 2023ANTN: Bridging Autoregressive Neural Networks and Tensor Networks for Quantum Many-Body Simulation
• ICML 2023A Deep Conjugate Direction Method for Iteratively Solving Linear Systems
• ICLR 2023A framework for benchmarking Class-out-of-distribution detection and its application to ImageNet
• CVPR 20233D Human Pose Estimation via Intuitive Physics
• NeurIPS 2026ADA: Resolving Attribution Ambiguity in End-to-End Power System Dispatch via Two-Time-Scale Stochastic Approximation
• ICML 2026(Sparse) Attention to the Details: Preserving Spectral Fidelity in ML-based Weather Forecasting Models
• ICLR 2026A Genetic Algorithm for Navigating Synthesizable Molecular Spaces
• CVPR 2026Brewing Stronger Features Dual-Teacher Distillation for Multispectral Earth Observation

全部应用 · chemistry physics and earth sciences论文

共 287 篇，第 1 / 6 页

1. ICML 2025A Generalizable Physics-Enhanced State Space Model for Long-Term Dynamics Forecasting in Complex Environments
2. ICML 2025A Machine Learning Approach to Duality in Statistical Physics
3. ICML 2025A New Concentration Inequality for Sampling Without Replacement and Its Application for Transductive Learning
4. ICML 2025A Non-isotropic Time Series Diffusion Model with Moving Average Transitions
5. ICML 2025A Novel Characterization of the Population Area Under the Risk Coverage Curve (AURC) and Rates of Finite Sample Estimators
6. ICML 2025A Physics-Augmented Deep Learning Framework for Classifying Single Molecule Force Spectroscopy Data
7. ICML 2025ABNet: Adaptive explicit-Barrier Net for Safe and Scalable Robot Learning
8. ICML 2025Action-Minimization Meets Generative Modeling: Efficient Transition Path Sampling with the Onsager-Machlup Functional
9. ICML 2025Active Learning with Selective Time-Step Acquisition for PDEs
10. ICML 2025Adaptive Flow Matching for Resolving Small-Scale Physics
11. ICML 2025Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection
12. ICML 2025Advancing Constrained Monotonic Neural Networks: Achieving Universal Approximation Beyond Bounded Activations
13. ICML 2025Alberta Wells Dataset: Pinpointing Oil and Gas Wells from Satellite Imagery
14. ICML 2025All-atom Diffusion Transformers: Unified generative modelling of molecules and materials
15. ICML 2025An All-Atom Generative Model for Designing Protein Complexes
16. ICML 2025An in depth look at the Procrustes-Wasserstein distance: properties and barycenters
17. ICML 2025An Instrumental Value for Data Production and its Application to Data Pricing
18. ICML 2025AnalogGenie-Lite: Enhancing Scalability and Precision in Circuit Topology Discovery through Lightweight Graph Modeling
19. ICML 2025Arbitrarily-Conditioned Multi-Functional Diffusion for Multi-Physics Emulation
20. ICML 2025Asymmetric Decision-Making in Online Knowledge Distillation: Unifying Consensus and Divergence
21. ICML 2025AtlasD: Automatic Local Symmetry Discovery
22. ICML 2025Attributes Shape the Embedding Space of Face Recognition Models
23. ICML 2025Auto-reconfiguration for Latency Minimization in CPU-based DNN Serving
24. ICML 2025AutoElicit: Using Large Language Models for Expert Prior Elicitation in Predictive Modelling
25. ICML 2025Average Sensitivity of Hierarchical $k$-Median Clustering
26. ICML 2025Balancing Efficiency and Expressiveness: Subgraph GNNs with Walk-Based Centrality
27. ICML 2025BARNN: A Bayesian Autoregressive and Recurrent Neural Network
28. ICML 2025Bayesian Inference for Correlated Human Experts and Classifiers
29. ICML 2025Beyond Atoms: Enhancing Molecular Pretrained Representations with 3D Space Modeling
30. ICML 2025Beyond Log-Concavity and Score Regularity: Improved Convergence Bounds for Score-Based Generative Models in W2-distance
31. ICML 2025BoxLM: Unifying Structures and Semantics of Medical Concepts for Diagnosis Prediction in Healthcare
32. ICML 2025Breaking Barriers: Combinatorial Algorithms for Non-Monotone Submodular Maximization with Sublinear Adaptivity and $1/e$ Approximation
33. ICML 2025Bridging Layout and RTL: Knowledge Distillation based Timing Prediction
34. ICML 2025Broadband Ground Motion Synthesis by Diffusion Model with Minimal Condition
35. ICML 2025Calibrated Physics-Informed Uncertainty Quantification
36. ICML 2025Can Biologically Plausible Temporal Credit Assignment Rules Match BPTT for Neural Similarity? E-prop as an Example
37. ICML 2025Capturing Temporal Dynamics in Large-Scale Canopy Tree Height Estimation
38. ICML 2025Causal-PIK: Causality-based Physical Reasoning with a Physics-Informed Kernel
39. ICML 2025CFPT: Empowering Time Series Forecasting through Cross-Frequency Interaction and Periodic-Aware Timestamp Modeling
40. ICML 2025Chaos Meets Attention: Transformers for Large-Scale Dynamical Prediction
41. ICML 2025Closed-form Solutions: A New Perspective on Solving Differential Equations
42. ICML 2025CoastalBench: A Decade-Long High-Resolution Dataset to Emulate Complex Coastal Processes
43. ICML 2025CoCoA-Mix: Confusion-and-Confidence-Aware Mixture Model for Context Optimization
44. ICML 2025Code-Generated Graph Representations Using Multiple LLM Agents for Material Properties Prediction
45. ICML 2025Compositional Flows for 3D Molecule and Synthesis Pathway Co-design
46. ICML 2025Compressed and distributed least-squares regression: convergence rates with applications to federated learning
47. ICML 2025Context-Informed Neural ODEs Unexpectedly Identify Broken Symmetries: Insights from the Poincaré–Hopf Theorem
48. ICML 2025Contextual Linear Bandits with Delay as Payoff
49. ICML 2025Continual Generalized Category Discovery: Learning and Forgetting from a Bayesian Perspective
50. ICML 2025CoPINN: Cognitive Physics-Informed Neural Networks

常见问题

2023–2026 年四大会议一共有多少篇应用 · chemistry physics and earth sciences论文？

共 3,316 篇，按年份分别是 2023 年 293 篇、2024 年 680 篇、2025 年 1,126 篇、2026 年 1,217 篇。

NeurIPS 2026 有多少篇应用 · chemistry physics and earth sciences论文？

NeurIPS 2026 有 299 篇应用 · chemistry physics and earth sciences论文，上一届是 455 篇。

ICLR 2026 有多少篇应用 · chemistry physics and earth sciences论文？

ICLR 2026 有 373 篇应用 · chemistry physics and earth sciences论文，上一届是 297 篇。

ICML 2026 有多少篇应用 · chemistry physics and earth sciences论文？

ICML 2026 有 441 篇应用 · chemistry physics and earth sciences论文，上一届是 287 篇。

CVPR 2026 有多少篇应用 · chemistry physics and earth sciences论文？

CVPR 2026 有 104 篇应用 · chemistry physics and earth sciences论文，上一届是 87 篇。

哪个会议的应用 · chemistry physics and earth sciences论文最多？

NeurIPS，2023–2026 年共 1,107 篇。