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 373 篇，第 2 / 8 页

51. ICLR 2026CatalystBench: A Comprehensive Multi-Task Benchmark for Advancing Language Models in Catalysis Science
52. ICLR 2026CDBridge: A Cross-omics Post-training Bridge Strategy for Context-aware Biological Modeling
53. ICLR 2026CellAgent: LLM-Driven Multi-Agent Framework for Natural Language-Based Single-Cell Analysis
54. ICLR 2026CFO: Learning Continuous-Time PDE Dynamics via Flow-Matched Neural Operators
55. ICLR 2026ChemEval: A Multi-level and Fine-grained Chemical Capability Evaluation for Large Language Models
56. ICLR 2026CloDS: Visual-Only Unsupervised Cloth Dynamics Learning in Unknown Conditions
57. ICLR 2026CMPhysBench: A Benchmark for Evaluating Large Language Models in Condensed Matter Physics
58. ICLR 2026CMT-Benchmark: A Benchmark for Condensed Matter Theory Built by Expert Researchers
59. ICLR 2026ComPhy: Composing Physical Models with end-to-end Alignment
60. ICLR 2026Compositional Generalization from Learned Skills via CoT Training: A Theoretical and Structural Analysis for Reasoning
61. ICLR 2026Constrained Diffusion for Protein Design with Hard Structural Constraints
62. ICLR 2026Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning
63. ICLR 2026Continuum Transformers Perform In-Context Learning by Operator Gradient Descent
64. ICLR 2026Controllable diffusion-based generation for multi-channel biological data
65. ICLR 2026Controllable Sequence Editing for Biological and Clinical Trajectories
66. ICLR 2026Controlling Repetition in Protein Language Models
67. ICLR 2026Count Bridges enable Modeling and Deconvolving Transcriptomic Data
68. ICLR 2026CP-Agent: Context‑Aware Multimodal Reasoning for Cellular Morphological Profiling under Chemical Perturbations
69. ICLR 2026CRONOS: Continuous time reconstruction for 4D medical longitudinal series
70. ICLR 2026CryoLVM: Self-supervised Learning from Cryo-EM Density Maps with Large Vision Models
71. ICLR 2026CryoNet.Refine: A One-step Diffusion Model for Rapid Refinement of Structural Models with Cryo-EM Density Map Restraints
72. ICLR 2026CryoSplat: Gaussian Splatting for Cryo-EM Homogeneous Reconstruction
73. ICLR 2026DA$^{2}$: Depth Anything in Any Direction
74. ICLR 2026DCFold: Efficient Protein Structure Generation with Single Forward Pass
75. ICLR 2026Decentralized Attention Fails Centralized Signals: Rethinking Transformers for Medical Time Series
76. ICLR 2026Deep Learning for Subspace Regression
77. ICLR 2026Deep Learning with Learnable Product-Structured Activations
78. ICLR 2026DeepPrim: a Physics-Driven 3D Short-term Weather Forecaster via Primitive Equation Learning
79. ICLR 2026DeepSADR: Deep Transfer Learning with Subsequence Interaction and Adaptive Readout for Cancer Drug Response Prediction
80. ICLR 2026DePO: Demonstration-guided Policy Optimization for Molecular Optimization
81. ICLR 2026Depth Anything with Any Prior
82. ICLR 2026DGNet: Learning Spatiotemporal PDEs with Discrete Green Networks
83. ICLR 2026Differentiable Simulation of Hard Contacts with Soft Gradients for Learning and Control
84. ICLR 2026Diffusion and Flow-based Copulas: Forgetting and Remembering Dependencies
85. ICLR 2026DiffWind: Physics-Informed Differentiable Modeling of Wind-Driven Object Dynamics
86. ICLR 2026Directed Semi-Simplicial Learning with Applications to Brain Activity Decoding
87. ICLR 2026Directional Sheaf Hypergraph Networks: Unifying Learning on Directed and Undirected Hypergraphs
88. ICLR 2026Disco: Densely-overlapping Cell Instance Segmentation via Adjacency-aware Collaborative Coloring
89. ICLR 2026Discovering heterogeneous synaptic plasticity rules via large-scale neural evolution
90. ICLR 2026Disentangled Representation Learning for Parametric Partial Differential Equations
91. ICLR 2026Disentangled Robot Learning via Separate Forward and Inverse Dynamics Pretraining
92. ICLR 2026Distilling and Adapting: A Topology-Aware Framework for Zero-Shot Interaction Prediction in Multiplex Biological Networks
93. ICLR 2026DistMLIP: A Distributed Inference Platform for Machine Learning Interatomic Potentials
94. ICLR 2026Divergence-Free Neural Networks with Application to Image Denoising
95. ICLR 2026Divide and Abstract: Autoformalization via Decomposition and Abstraction Learning
96. ICLR 2026Doloris: Dual Conditional Diffusion Implicit Bridges with Sparsity Masking Strategy for Unpaired Single-Cell Perturbation Estimation
97. ICLR 2026Drugging the Undruggable: Benchmarking and Modeling Fragment-Based Screening
98. ICLR 2026DrugTrail: Explainable Drug Discovery via Structured Reasoning and Druggability‑Tailored Preference Optimization
99. ICLR 2026Earth-Agent: Unlocking the Full Landscape of Earth Observation with Agents
100. ICLR 2026EarthSE: A Benchmark Evaluating Earth Scientific Exploration Capability for Large Language Models

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。