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 297 篇，第 2 / 6 页

51. ICLR 2025ConFIG: Towards Conflict-free Training of Physics Informed Neural Networks
52. ICLR 2025Contextualizing biological perturbation experiments through language
53. ICLR 2025Continuity-Preserving Convolutional Autoencoders for Learning Continuous Latent Dynamical Models from Images
54. ICLR 2025Continuous Ensemble Weather Forecasting with Diffusion models
55. ICLR 2025CryoFM: A Flow-based Foundation Model for Cryo-EM Densities
56. ICLR 2025CryoGEN: Generative Energy-based Models for Cryogenic Electron Tomography Reconstruction
57. ICLR 2025Curriculum-aware Training for Discriminating Molecular Property Prediction Models
58. ICLR 2025CViT: Continuous Vision Transformer for Operator Learning
59. ICLR 2025Data Distillation for extrapolative protein design through exact preference optimization
60. ICLR 2025Debiasing Mini-Batch Quadratics for Applications in Deep Learning
61. ICLR 2025Deep Learning Alternatives Of The Kolmogorov Superposition Theorem
62. ICLR 2025Deep Signature: Characterization of Large-Scale Molecular Dynamics
63. ICLR 2025DeeperForward: Enhanced Forward-Forward Training for Deeper and Better Performance
64. ICLR 2025DenoiseVAE: Learning Molecule-Adaptive Noise Distributions for Denoising-based 3D Molecular Pre-training
65. ICLR 2025DEPfold: RNA Secondary Structure Prediction as Dependency Parsing.
66. ICLR 2025Descent with Misaligned Gradients and Applications to Hidden Convexity
67. ICLR 2025Designing Mechanical Meta-Materials by Learning Equivariant Flows
68. ICLR 2025Diff-PIC: Revolutionizing Particle-In-Cell Nuclear Fusion Simulation with Diffusion Models
69. ICLR 2025Differentiable and Learnable Wireless Simulation with Geometric Transformers
70. ICLR 2025Differentiable Optimization of Similarity Scores Between Models and Brains
71. ICLR 2025Diffusion Generative Modeling for Spatially Resolved Gene Expression Inference from Histology Images
72. ICLR 2025Discretization-invariance? On the Discretization Mismatch Errors in Neural Operators
73. ICLR 2025Distilling Structural Representations into Protein Sequence Models
74. ICLR 2025Do LLM Agents Have Regret? A Case Study in Online Learning and Games
75. ICLR 2025Do Mice Grok? Glimpses of Hidden Progress in Sensory Cortex
76. ICLR 2025DPLM-2: A Multimodal Diffusion Protein Language Model
77. ICLR 2025E(3)-equivariant models cannot learn chirality: Field-based molecular generation
78. ICLR 2025Efficient Alternating Minimization with Applications to Weighted Low Rank Approximation
79. ICLR 2025Efficient Biological Data Acquisition through Inference Set Design
80. ICLR 2025Efficient Evolutionary Search Over Chemical Space with Large Language Models
81. ICLR 2025Efficient Perplexity Bound and Ratio Matching in Discrete Diffusion Language Models
82. ICLR 2025Efficient Training of Neural Stochastic Differential Equations by Matching Finite Dimensional Distributions
83. ICLR 2025Emergence of meta-stable clustering in mean-field transformer models
84. ICLR 2025Emergent Orientation Maps —— Mechanisms, Coding Efficiency and Robustness
85. ICLR 2025Enhancing the Scalability and Applicability of Kohn-Sham Hamiltonians for Molecular Systems
86. ICLR 2025EqNIO: Subequivariant Neural Inertial Odometry
87. ICLR 2025Estimation of single-cell and tissue perturbation effect in spatial transcriptomics via Spatial Causal Disentanglement
88. ICLR 2025EVA: Geometric Inverse Design for Fast Protein Motif-Scaffolding with Coupled Flow
89. ICLR 2025Evaluating Large Language Models through Role-Guide and Self-Reflection: A Comparative Study
90. ICLR 2025Expressivity of Neural Networks with Random Weights and Learned Biases
91. ICLR 2025Extendable and Iterative Structure Learning Strategy for Bayesian Networks
92. ICLR 2025Fast and Accurate Blind Flexible Docking
93. ICLR 2025Fast unsupervised ground metric learning with tree-Wasserstein distance
94. ICLR 2025Fengbo: a Clifford Neural Operator pipeline for 3D PDEs in Computational Fluid Dynamics
95. ICLR 2025Finding Shared Decodable Concepts and their Negations in the Brain
96. ICLR 2025FreeCG: Free the Design Space of Clebsch-Gordan Transform for Machine Learning Force Fields
97. ICLR 2025GANDALF: Generative AttentioN based Data Augmentation and predictive modeLing Framework for personalized cancer treatment
98. ICLR 2025Gap Preserving Distillation by Building Bidirectional Mappings with A Dynamic Teacher
99. ICLR 2025Generalizable Motion Planning via Operator Learning
100. ICLR 2025Generating Physical Dynamics under Priors

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。