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 975 篇，第 1 / 20 页

1. ICML 2026(Be Cautious!) Bio-Foundation Models Are Not Yet Robust to Biologically Plausible Perturbations and ML Transformations
2. ICML 2026(Sparse) Attention to the Details: Preserving Spectral Fidelity in ML-based Weather Forecasting Models
3. ICML 2026$\texttt{FlashSchNet}$: Fast and Accurate Coarse-Grained Neural Network Molecular Dynamics
4. ICML 20264RC: 4D Reconstruction via Conditional Querying Anytime and Anywhere
5. ICML 2026A Call to Lagrangian Action: Learning Population Mechanics from Temporal Snapshots
6. ICML 2026A Cartesian-3j Framework for Machine Learning Interatomic Potentials
7. ICML 2026A Dirac-Frenkel-Onsager Principle: Instantaneous Residual Minimization with Gauge Momentum for Nonlinear Parametrizations of PDE Solutions
8. ICML 2026A General Framework for Fair and Robust Regression
9. ICML 2026A Geometric Lens on Physics-Aligned Data Compression
10. ICML 2026A hitchhiker's guide to Poisson gradient estimation
11. ICML 2026A model of errors in transformers
12. ICML 2026A recipe for scalable attention-based ML potentials: unlocking long-range accuracy with all-to-all node attention
13. ICML 2026A Spiking Heterogeneous Harmonic Resonate-and-Fire State Space Model for Time Series
14. ICML 2026A unified theory of feature learning in RNNs and DNNs
15. ICML 2026A$^2$SG: Adaptive and Asymmetric Surrogate Gradients for Training Deep Spiking Neural Networks
16. ICML 2026Adalina: Adaptive Linear Approximation for the Shapley Value and Beyond
17. ICML 2026Adaptive Physics Transformer with Fused Global-Local Attention for Subsurface Energy Systems
18. ICML 2026Adaptive Protein Tokenization
19. ICML 2026Adaptive Volumetric Mechanical Property Fields Invariant to Resolution
20. ICML 2026ADHD Disease Detection Based on Short- and Long-Term Brain Function Encoding and Memory Graph Network
21. ICML 2026Agent JIT Compilation for Latency-Optimizing Web Agent Planning and Scheduling
22. ICML 2026Alignment between Brains and AI: Evidence for Convergent Evolution across Modalities, Scales and Training Trajectories
23. ICML 2026ANTiC: Adaptive Neural Temporal In Situ Compressor
24. ICML 2026APEX: Approximate-but-exhaustive search for ultra-large combinatorial synthesis libraries
25. ICML 2026APIC: Orthogonalized Neuro-Symbolic Modeling for Nonlinear Dissipative Dynamics
26. ICML 2026Approximation Bounds for Transformer Networks with Application to Regression
27. ICML 2026AREA: Attribute Extraction and Aggregation for CLIP-Based Class-Incremental Learning
28. ICML 2026Asymptotic Theory of Iterated Empirical Risk Minimization, with Applications to Active Learning
29. ICML 2026AutoMat: Physics-Guided Agentic Reasoning for Solving Ill-Posed Inverse Microscopy Problems
30. ICML 2026AutoMS: Multi-Agent Evolutionary Search for Cross-Physics Inverse Microstructure Design
31. ICML 2026Autoregressive Boltzmann Generators
32. ICML 2026Backward SDE–Based Diffusion for Physics-Constrained Generation
33. ICML 2026Bayesian Rain Field Reconstruction using Commercial Microwave Links and Diffusion Model Priors
34. ICML 2026Benchmarking Physics-Informed Time-Series Models for Operational Global Station Weather Forecasting
35. ICML 2026Beyond Confidence: Adaptive and Coherent Decoding for Diffusion Language Models
36. ICML 2026Beyond Continuity: Simulation-free Reconstruction of Discrete Branching Dynamics from Single-cell Snapshots
37. ICML 2026Beyond Perplexity: UTF-8 Validity in Byte-aware Language Models
38. ICML 2026Beyond Static Endpoints: Tool Programs as an Interface for Flexible Agentic Web Services
39. ICML 2026BiCrossNet with Decoupled Dual Generators: A Parameter‑Efficient and Generalizable Few‑Shot Custom Gesture Recognition Framework
40. ICML 2026Bimodal masked language modeling for bulk RNA-seq and DNA methylation representation learning
41. ICML 2026BioDynaSpec: Harmonic-Guided Spatio-Spectral Autoregressive Diffusion for Protein Dynamics Generation
42. ICML 2026Blending Neural Control Density Functions for Stabilization and Safety
43. ICML 2026BLIPs: Bayesian Learned Interatomic Potentials
44. ICML 2026Boosting Monocular Metric Depth Estimation via Bokeh Rendering
45. ICML 2026Bridging RGB and RAW: Single-step Deterministic Flow with Homogeneous Representation Alignment
46. ICML 2026Bridging the Stability-Expressivity Gap: Synthetic Data Scaling and Preference Alignment for Low-Resource Spoken Language Models
47. ICML 2026Budgeted Active Experimentation for Treatment Effect Estimation from Observational and Randomized Data
48. ICML 2026BuildArena: A Physics-Aligned Interactive Benchmark of LLMs for Engineering Construction
49. ICML 2026Building Social World Model with Large Language Models
50. ICML 2026Bullet Trains: Parallelizing Training of Temporally Precise Spiking 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。