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 299 篇，第 2 / 6 页

51. NeurIPS 2026Differentially Private Model Merging
52. NeurIPS 2026Diffusion-warm sampling of the XY model enables fast thermalization at scale
53. NeurIPS 2026DiscoverPhysics: Benchmarking LLMs for out-of-the-box scientific thinking
54. NeurIPS 2026Disentangled Multimodal Learning for Scalable Dynamic IR-Drop Analysis
55. NeurIPS 2026Distillation of Foundation Models for Time-dependent PDEs
56. NeurIPS 2026Distributed Online Convex Optimization with Compressed Communication: Optimal Regret and Applications
57. NeurIPS 2026DnNP: Denoising Input Uncertainty in Neural Processes
58. NeurIPS 2026Do Semantic Distance Tests Actually Predict Creativity in Large Language Models?
59. NeurIPS 2026Drift-React: One-step Generation of Reaction Pathways via SE(3) Drifting Fields
60. NeurIPS 2026DTGS: Physics-Embedded Dynamic Thermal 3D Reconstruction with Gaussian Splatting
61. NeurIPS 2026Dual-Pronged LoRA: Achieving Near-Zero Forgetting and High-Performance Adaptation for MLLMs
62. NeurIPS 2026Dynamic k-center clustering with lifetimes
63. NeurIPS 2026Echo learning enables biologically plausible temporal credit assignment
64. NeurIPS 2026Emergence of Distortions in High-Dimensional Guided Diffusion Models
65. NeurIPS 2026End-to-End Differentiable Diffusion Conditioning for Physics-Informed Optimization
66. NeurIPS 2026Energy-Guided Transport for Projection-Free Physics-Informed Flow Matching
67. NeurIPS 2026EntropyCache: Decoded Token Entropy Guided KV Caching for Diffusion Language Models
68. NeurIPS 2026EO-WM: A Physically Informed World Model for Probabilistic Earth Observation Forecasting
69. NeurIPS 2026Even Sharper Bounds for Transductive Learning and Its Applications
70. NeurIPS 2026Every Measurement, Every Direction, All at Once: Multimodal Flow Matching for Molecules and Spectra
71. NeurIPS 2026Exactness Matters for Physical Rule Enforcement
72. NeurIPS 2026Fast Accurate Quantum Monte Carlo without Metropolis Adjustment
73. NeurIPS 2026Fine-Tuning Language Models to Know What They Know
74. NeurIPS 2026FlowBatt: Flow Matching for Probabilistic Battery Degradation Prediction
75. NeurIPS 2026FluxFlow: Conservative Flow-Matching for Astronomical Image Super-Resolution
76. NeurIPS 2026Fluxtrapolation: A benchmark on extrapolating ecosystem fluxes
77. NeurIPS 2026Free Draft-and-Verification: Toward Lossless Parallel Decoding for Diffusion Large Language Models
78. NeurIPS 2026From Density Matrices to Phase Transitions in Deep Learning: Spectral Early Warnings and Interpretability
79. NeurIPS 2026From Representation to Intervention: Using Emotion Vectors to Monitor and Guide Language Models
80. NeurIPS 2026Frontier Coding Agents Use Metaprogramming to Adapt to Unfamiliar Programming Languages
81. NeurIPS 2026GauGal: Gaussian-Galerkin Electromagnetic Inverse Scattering Imaging
82. NeurIPS 2026GEMS-3D: A Large-Scale 3D Gravity, Electrical, Magnetic, and Seismic Earth Simulation Dataset for Multimodal Geophysical Learning
83. NeurIPS 2026Generalizable Physics Simulation through Compositional Energy Minimization
84. NeurIPS 2026Generalization Error Bounds for Picard-Type Operator Learning in Nonlinear Parabolic PDEs
85. NeurIPS 2026Generating Physically Consistent Molecules with Energy-Based Models
86. NeurIPS 2026Geometry Meets Physics: Data-Efficient Pre-Training for Unstructured Neural PDE Solvers
87. NeurIPS 2026Geometry-Aware Post-Hoc Uncertainty Quantification in Operator Learning
88. NeurIPS 2026GeoPano: Towards Geometrically Accurate Panoramic 3D Reconstruction from a Single Panorama
89. NeurIPS 2026GeoRouter: Dynamic Paradigm Routing for Worldwide Image Geolocalization
90. NeurIPS 2026GeoTransolver: Learning Physics on Irregular Domains using Multi-scale Geometry Aware Physics Attention Transformer
91. NeurIPS 2026GeoWind2Plan: Mission-Time 3D Urban Wind Prediction for Energy-Efficient UAV Planning
92. NeurIPS 2026GoT: A Game-Theoretic Approach to the Game of Twenty Questions
93. NeurIPS 2026GReFEM: Multimodal LLMs as Zero-Shot Semantic Assistants for Physics-Guided 3D Mesh Refinement
94. NeurIPS 2026Growing a Neural Network in Breadth, Depth, and Time
95. NeurIPS 2026H-Flow: Self-supervised Human Scene Flow via Physics-inspired Joint Multi-modal Learning
96. NeurIPS 2026High-dimensional Limit of SGD for Diagonal Linear Networks
97. NeurIPS 2026HiPhy: Hierarchical Alignment for Physically-Plausible Multi-Principle Video Generation
98. NeurIPS 2026How well behaved is finite dimensional Diffusion Maps embedding?
99. NeurIPS 2026Human-Inspired, Task-Dimension-Guided Exploration for Efficient Learning and Transfer in High Dimensions
100. NeurIPS 2026HumanStereo: A Benchmark for Metric Facial Depth Estimation and Its Evaluation

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。