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 3 / 8 页

101. ICLR 2026ECHO: Toward Contextual Seq2Seq Paradigms in Large EEG Models
102. ICLR 2026Echoes as Anchors: Probabilistic Costs and Attention Refocusing in LLM Reasoning
103. ICLR 2026Efficient Prediction of Large Protein Complexes via Subunit-Guided Hierarchical Refinement
104. ICLR 2026Efficient Regression-based Training of Normalizing Flows for Boltzmann Generators
105. ICLR 2026Efficient Testing for Correlation Clustering: Improved Algorithms and Optimal Bounds
106. ICLR 2026EGG-SR: Embedding Symbolic Equivalence into Symbolic Regression via Equality Graph
107. ICLR 2026Eigen-1: Scientific Reasoning through Adaptive Multi-Agent Refinement and Monitor-based RAG
108. ICLR 2026Einstein Fields: A Neural Perspective To Computational General Relativity
109. ICLR 2026Elastic Optimal Transport: Theory, Application, and Empirical Evaluation
110. ICLR 2026Emergent Dexterity Via Diverse Resets and Large-Scale Reinforcement Learning
111. ICLR 2026Enabling arbitrary inference in spatio-temporal dynamic systems: A physics-inspired perspective
112. ICLR 2026End-to-End Probabilistic Framework for Learning with Hard Constraints
113. ICLR 2026Enhancing Diffusion-Based Sampling with Molecular Collective Variables
114. ICLR 2026Enhancing Molecular Property Predictions by Learning from Bond Modelling and Interactions
115. ICLR 2026Enhancing Stability of Physics-Informed Neural Network Training Through Saddle-Point Reformulation
116. ICLR 2026Entropy-Guided Dynamic Tokens for Graph-LLM Alignment in Molecular Understanding
117. ICLR 2026EnvSocial-Diff: A Diffusion-Based Crowd Simulation Model with Environmental Conditioning and Individual-Group Interaction
118. ICLR 2026Estimating Dimensionality of Neural Representations from Finite Samples
119. ICLR 2026Evaluating Intuitive Physics Understanding in Video Diffusion Models via Likelihood Preference
120. ICLR 2026Exchangeability of GNN Representations with Applications to Graph Retrieval
121. ICLR 2026Exploring Synthesizable Chemical Space with Iterative Pathway Refinements
122. ICLR 2026Extending Fourier Neural Operators for Modeling Parameterized and Coupled PDEs
123. ICLR 2026Extending Sequence Length is Not All You Need: Effective Integration of Multimodal Signals for Gene Expression Prediction
124. ICLR 2026FACET: A Fragment-Aware Conformer Ensemble Transformer
125. ICLR 2026FALCON: Few-step Accurate Likelihoods for Continuous Flows
126. ICLR 2026Fast and Interpretable Protein Substructure Alignment via Optimal Transport
127. ICLR 2026Fast Convergence of Natural Gradient Descent for Over-parameterized Physics-Informed Neural Networks
128. ICLR 2026Fast training of accurate physics-informed neural networks without gradient descent
129. ICLR 2026Faster Parameter-Free Regret Matching Algorithms
130. ICLR 2026FieryGS: In-the-Wild Fire Synthesis with Physics-Integrated Gaussian Splatting
131. ICLR 2026FlexProtein: Joint Sequence and Structure Pretraining for Protein Modeling
132. ICLR 2026Flow Autoencoders are Effective Protein Tokenizers
133. ICLR 2026FlowCast: Advancing Precipitation Nowcasting with Conditional Flow Matching
134. ICLR 2026FlowSymm: Physics–Aware, Symmetry–Preserving Graph Attention for Network Flow Completion
135. ICLR 2026FM4NPP: A Scaling Foundation Model for Nuclear and Particle Physics
136. ICLR 2026Fractional-Order Spiking Neural Network
137. ICLR 2026Fracture-GS: Dynamic Fracture Simulation with Physics-Integrated Gaussian Splatting
138. ICLR 2026FragFM: Hierarchical Framework for Efficient Molecule Generation via Fragment-Level Discrete Flow Matching
139. ICLR 2026From Assistant to Independent Developer — Are GPTs Ready for Software Development?
140. ICLR 2026From atom to space: A region-based readout function for spatial properties of materials
141. ICLR 2026From Cheap Geometry to Expensive Physics: Elevating Neural Operators via Latent Shape Pretraining
142. ICLR 2026From Five Dimensions to Many: Large Language Models as Precise and Interpretable Psychological Profilers
143. ICLR 2026From movement to cognitive maps: recurrent neural networks reveal how locomotor development shapes hippocampal spatial coding
144. ICLR 2026From Neural Networks to Logical Theories: The Correspondence between Fibring Modal Logics and Fibring Neural Networks
145. ICLR 2026From What to Why: A Multi-Agent System for Evidence-based Chemical Reaction Condition Reasoning
146. ICLR 2026GAGA: Gaussianity-Aware Gaussian Approximation for Efficient 3D Molecular Generation
147. ICLR 2026GaitSnippet: Gait Recognition Beyond Unordered Sets and Ordered Sequences
148. ICLR 2026GALAX: Graph-Augmented Language Model for Explainable Reinforcement-Guided Subgraph Reasoning in Precision Medicine
149. ICLR 2026GARLIC: Graph Attention-based Relational Learning of Multivariate Time Series in Intensive Care
150. ICLR 2026GenCP: Towards Generative Modeling Paradigm of Coupled physics

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。