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 287 篇，第 3 / 6 页

101. ICML 2025Flexible and Efficient Grammar-Constrained Decoding
102. ICML 2025Flow-field inference from neural data using deep recurrent networks
103. ICML 2025Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages
104. ICML 2025From Low Rank Gradient Subspace Stabilization to Low-Rank Weights: Observations, Theories, and Applications
105. ICML 2025From Theory to Practice: Rethinking Green and Martin Kernels for Unleashing Graph Transformers
106. ICML 2025From Uncertain to Safe: Conformal Adaptation of Diffusion Models for Safe PDE Control
107. ICML 2025Function-Space Learning Rates
108. ICML 2025Fundamental Bias in Inverting Random Sampling Matrices with Application to Sub-sampled Newton
109. ICML 2025Fundamental limits of learning in sequence multi-index models and deep attention networks: high-dimensional asymptotics and sharp thresholds
110. ICML 2025G-Adaptivity: optimised graph-based mesh relocation for finite element methods
111. ICML 2025Galileo: Learning Global & Local Features of Many Remote Sensing Modalities
112. ICML 2025Generalization and Robustness of the Tilted Empirical Risk
113. ICML 2025Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction
114. ICML 2025GenMol: A Drug Discovery Generalist with Discrete Diffusion
115. ICML 2025Geometric and Physical Constraints Synergistically Enhance Neural PDE Surrogates
116. ICML 2025Geometric Contact Flows: Contactomorphisms for Dynamics and Control
117. ICML 2025Geometry-Informed Neural Networks
118. ICML 2025Graph Minimum Factor Distance and Its Application to Large-Scale Graph Data Clustering
119. ICML 2025GRU: Mitigating the Trade-off between Unlearning and Retention for LLMs
120. ICML 2025Guided Search Strategies in Non-Serializable Environments with Applications to Software Engineering Agents
121. ICML 2025Guided Structural Inference: Leveraging Priors with Soft Gating Mechanisms
122. ICML 2025HEAP: Hyper Extended A-PDHG Operator for Constrained High-dim PDEs
123. ICML 2025Heterogeneous Sufficient Dimension Reduction and Subspace Clustering
124. ICML 2025Holistic Physics Solver: Learning PDEs in a Unified Spectral-Physical Space
125. ICML 2025HybridGS: High-Efficiency Gaussian Splatting Data Compression using Dual-Channel Sparse Representation and Point Cloud Encoder
126. ICML 2025Hyperbolic-PDE GNN: Spectral Graph Neural Networks in the Perspective of A System of Hyperbolic Partial Differential Equations
127. ICML 2025Implicit Riemannian Optimism with Applications to Min-Max Problems
128. ICML 2025Improved Discretization Complexity Analysis of Consistency Models: Variance Exploding Forward Process and Decay Discretization Scheme
129. ICML 2025Improved Regret Analysis in Gaussian Process Bandits: Optimality for Noiseless Reward, RKHS norm, and Non-Stationary Variance
130. ICML 2025Improving Flow Matching by Aligning Flow Divergence
131. ICML 2025Improving Memory Efficiency for Training KANs via Meta Learning
132. ICML 2025Interpolating Neural Network-Tensor Decomposition (INN-TD): a scalable and interpretable approach for large-scale physics-based problems
133. ICML 2025Intersectional Fairness in Reinforcement Learning with Large State and Constraint Spaces
134. ICML 2025Invariant Deep Uplift Modeling for Incentive Assignment in Online Marketing via Probability of Necessity and Sufficiency
135. ICML 2025Inverse Flow and Consistency Models
136. ICML 2025Inverse problems with experiment-guided AlphaFold
137. ICML 2025Inverse Reinforcement Learning with Switching Rewards and History Dependency for Characterizing Animal Behaviors
138. ICML 2025KinDEL: DNA-Encoded Library Dataset for Kinase Inhibitors
139. ICML 2025Latent Imputation before Prediction: A New Computational Paradigm for De Novo Peptide Sequencing
140. ICML 2025Latent Mamba Operator for Partial Differential Equations
141. ICML 2025LDMol: A Text-to-Molecule Diffusion Model with Structurally Informative Latent Space Surpasses AR Models
142. ICML 2025Learn Singularly Perturbed Solutions via Homotopy Dynamics
143. ICML 2025Learning Bayesian Nash Equilibrium in Auction Games via Approximate Best Response
144. ICML 2025Learning Condensed Graph via Differentiable Atom Mapping for Reaction Yield Prediction
145. ICML 2025Learning Extrapolative Sequence Transformations from Markov Chains
146. ICML 2025Learning Initial Basis Selection for Linear Programming via Duality-Inspired Tripartite Graph Representation and Comprehensive Supervision
147. ICML 2025Learning Smooth and Expressive Interatomic Potentials for Physical Property Prediction
148. ICML 2025Learning the Electronic Hamiltonian of Large Atomic Structures
149. ICML 2025Learning with Expected Signatures: Theory and Applications
150. ICML 2025Let LLM Tell What to Prune and How Much to Prune

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。