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 160 篇，第 1 / 4 页

1. ICLR 2024A differentiable brain simulator bridging brain simulation and brain-inspired computing
2. ICLR 2024A Foundation Model for Error Correction Codes
3. ICLR 2024A Lie Group Approach to Riemannian Batch Normalization
4. ICLR 2024A Plug-and-Play Image Registration Network
5. ICLR 2024A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks
6. ICLR 2024Accelerated Sampling with Stacked Restricted Boltzmann Machines
7. ICLR 2024Accelerating Data Generation for Neural Operators via Krylov Subspace Recycling
8. ICLR 2024Active Retrosynthetic Planning Aware of Route Quality
9. ICLR 2024Adaptive deep spiking neural network with global-local learning via balanced excitatory and inhibitory mechanism
10. ICLR 2024Adversarial Adaptive Sampling: Unify PINN and Optimal Transport for the Approximation of PDEs
11. ICLR 2024AirPhyNet: Harnessing Physics-Guided Neural Networks for Air Quality Prediction
12. ICLR 2024An operator preconditioning perspective on training in physics-informed machine learning
13. ICLR 2024Analysis of Learning a Flow-based Generative Model from Limited Sample Complexity
14. ICLR 2024Automatic Functional Differentiation in JAX
15. ICLR 2024Bayesian Bi-clustering of Neural Spiking Activity with Latent Structures
16. ICLR 2024Beam Enumeration: Probabilistic Explainability For Sample Efficient Self-conditioned Molecular Design
17. ICLR 2024BENO: Boundary-embedded Neural Operators for Elliptic PDEs
18. ICLR 2024Better Neural PDE Solvers Through Data-Free Mesh Movers
19. ICLR 2024BioBridge: Bridging Biomedical Foundation Models via Knowledge Graphs
20. ICLR 2024BroGNet: Momentum-Conserving Graph Neural Stochastic Differential Equation for Learning Brownian Dynamics
21. ICLR 2024CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images
22. ICLR 2024CellPLM: Pre-training of Cell Language Model Beyond Single Cells
23. ICLR 2024ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEs
24. ICLR 2024Complete and Efficient Graph Transformers for Crystal Material Property Prediction
25. ICLR 2024Complex priors and flexible inference in recurrent circuits with dendritic nonlinearities
26. ICLR 2024Compositional Generative Inverse Design
27. ICLR 2024Constrained Bi-Level Optimization: Proximal Lagrangian Value Function Approach and Hessian-free Algorithm
28. ICLR 2024Continuous Field Reconstruction from Sparse Observations with Implicit Neural Networks
29. ICLR 2024Conversational Drug Editing Using Retrieval and Domain Feedback
30. ICLR 2024Critical Learning Periods Emerge Even in Deep Linear Networks
31. ICLR 2024Crystalformer: Infinitely Connected Attention for Periodic Structure Encoding
32. ICLR 2024Curriculum reinforcement learning for quantum architecture search under hardware errors
33. ICLR 2024DATS: Difficulty-Aware Task Sampler for Meta-Learning Physics-Informed Neural Networks
34. ICLR 2024De novo Protein Design Using Geometric Vector Field Networks
35. ICLR 2024DecompOpt: Controllable and Decomposed Diffusion Models for Structure-based Molecular Optimization
36. ICLR 2024Deep Confident Steps to New Pockets: Strategies for Docking Generalization
37. ICLR 2024Deep Reinforcement Learning for Modelling Protein Complexes
38. ICLR 2024DeepZero: Scaling Up Zeroth-Order Optimization for Deep Model Training
39. ICLR 2024Defining Expertise: Applications to Treatment Effect Estimation
40. ICLR 2024DIFFTACTILE: A Physics-based Differentiable Tactile Simulator for Contact-rich Robotic Manipulation
41. ICLR 2024Divide and not forget: Ensemble of selectively trained experts in Continual Learning
42. ICLR 2024DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genomes
43. ICLR 2024Domain-Agnostic Molecular Generation with Chemical Feedback
44. ICLR 2024Dynamics-Informed Protein Design with Structure Conditioning
45. ICLR 2024EBMDock: Neural Probabilistic Protein-Protein Docking via a Differentiable Energy Model
46. ICLR 2024Efficient Sharpness-Aware Minimization for Molecular Graph Transformer Models
47. ICLR 2024Emergent Communication with Conversational Repair
48. ICLR 2024Emergent mechanisms for long timescales depend on training curriculum and affect performance in memory tasks
49. ICLR 2024EMO: EARTH MOVER DISTANCE OPTIMIZATION FOR AUTO-REGRESSIVE LANGUAGE MODELING
50. ICLR 2024Enabling Efficient Equivariant Operations in the Fourier Basis via Gaunt Tensor Products

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。