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 680 篇，第 3 / 14 页

101. ICLR 2024CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images
102. ICLR 2024CellPLM: Pre-training of Cell Language Model Beyond Single Cells
103. ICLR 2024ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEs
104. ICLR 2024Complete and Efficient Graph Transformers for Crystal Material Property Prediction
105. ICLR 2024Complex priors and flexible inference in recurrent circuits with dendritic nonlinearities
106. ICLR 2024Compositional Generative Inverse Design
107. ICLR 2024Constrained Bi-Level Optimization: Proximal Lagrangian Value Function Approach and Hessian-free Algorithm
108. ICLR 2024Continuous Field Reconstruction from Sparse Observations with Implicit Neural Networks
109. ICLR 2024Conversational Drug Editing Using Retrieval and Domain Feedback
110. ICLR 2024Critical Learning Periods Emerge Even in Deep Linear Networks
111. ICLR 2024Crystalformer: Infinitely Connected Attention for Periodic Structure Encoding
112. ICLR 2024Curriculum reinforcement learning for quantum architecture search under hardware errors
113. ICLR 2024DATS: Difficulty-Aware Task Sampler for Meta-Learning Physics-Informed Neural Networks
114. ICLR 2024De novo Protein Design Using Geometric Vector Field Networks
115. ICLR 2024DecompOpt: Controllable and Decomposed Diffusion Models for Structure-based Molecular Optimization
116. ICLR 2024Deep Confident Steps to New Pockets: Strategies for Docking Generalization
117. ICLR 2024Deep Reinforcement Learning for Modelling Protein Complexes
118. ICLR 2024DeepZero: Scaling Up Zeroth-Order Optimization for Deep Model Training
119. ICLR 2024Defining Expertise: Applications to Treatment Effect Estimation
120. ICLR 2024DIFFTACTILE: A Physics-based Differentiable Tactile Simulator for Contact-rich Robotic Manipulation
121. ICLR 2024Divide and not forget: Ensemble of selectively trained experts in Continual Learning
122. ICLR 2024DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genomes
123. ICLR 2024Domain-Agnostic Molecular Generation with Chemical Feedback
124. ICLR 2024Dynamics-Informed Protein Design with Structure Conditioning
125. ICLR 2024EBMDock: Neural Probabilistic Protein-Protein Docking via a Differentiable Energy Model
126. ICLR 2024Efficient Sharpness-Aware Minimization for Molecular Graph Transformer Models
127. ICLR 2024Emergent Communication with Conversational Repair
128. ICLR 2024Emergent mechanisms for long timescales depend on training curriculum and affect performance in memory tasks
129. ICLR 2024EMO: EARTH MOVER DISTANCE OPTIMIZATION FOR AUTO-REGRESSIVE LANGUAGE MODELING
130. ICLR 2024Enabling Efficient Equivariant Operations in the Fourier Basis via Gaunt Tensor Products
131. ICLR 2024Encoding Unitig-level Assembly Graphs with Heterophilous Constraints for Metagenomic Contigs Binning
132. ICLR 2024Energy-conserving equivariant GNN for elasticity of lattice architected metamaterials
133. ICLR 2024Enhancing Small Medical Learners with Privacy-preserving Contextual Prompting
134. ICLR 2024EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations
135. ICLR 2024Equivariant Matrix Function Neural Networks
136. ICLR 2024Equivariant Scalar Fields for Molecular Docking with Fast Fourier Transforms
137. ICLR 2024Estimating Shape Distances on Neural Representations with Limited Samples
138. ICLR 2024Evaluating Representation Learning on the Protein Structure Universe
139. ICLR 2024Experimental Design for Multi-Channel Imaging via Task-Driven Feature Selection
140. ICLR 2024Fast and unified path gradient estimators for normalizing flows
141. ICLR 2024Fine-Tuned Language Models Generate Stable Inorganic Materials as Text
142. ICLR 2024FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning
143. ICLR 2024Forward Learning with Top-Down Feedback: Empirical and Analytical Characterization
144. ICLR 2024Fourier Transporter: Bi-Equivariant Robotic Manipulation in 3D
145. ICLR 2024From Molecules to Materials: Pre-training Large Generalizable Models for Atomic Property Prediction
146. ICLR 2024From Zero to Turbulence: Generative Modeling for 3D Flow Simulation
147. ICLR 2024Generalization of Scaled Deep ResNets in the Mean-Field Regime
148. ICLR 2024Going Beyond Neural Network Feature Similarity: The Network Feature Complexity and Its Interpretation Using Category Theory
149. ICLR 2024Gradual Optimization Learning for Conformational Energy Minimization
150. ICLR 2024Graph Transformers on EHRs: Better Representation Improves Downstream Performance

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。