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 3 / 6 页

101. ICLR 2025Generative Flows on Synthetic Pathway for Drug Design
102. ICLR 2025GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks
103. ICLR 2025Gradient-Free Generation for Hard-Constrained Systems
104. ICLR 2025Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance
105. ICLR 2025Graph Neural Preconditioners for Iterative Solutions of Sparse Linear Systems
106. ICLR 2025GridMix: Exploring Spatial Modulation for Neural Fields in PDE Modeling
107. ICLR 2025gRNAde: Geometric Deep Learning for 3D RNA inverse design
108. ICLR 2025Group Ligands Docking to Protein Pockets
109. ICLR 2025GSE: Group-wise Sparse and Explainable Adversarial Attacks
110. ICLR 2025HaDeMiF: Hallucination Detection and Mitigation in Large Language Models
111. ICLR 2025HAINAN: Fast and Accurate Transducer for Hybrid-Autoregressive ASR
112. ICLR 2025HELM: Hierarchical Encoding for mRNA Language Modeling
113. ICLR 2025Hierarchically Encapsulated Representation for Protocol Design in Self-Driving Labs
114. ICLR 2025Hot-pluggable Federated Learning: Bridging General and Personalized FL via Dynamic Selection
115. ICLR 2025Hotspot-Driven Peptide Design via Multi-Fragment Autoregressive Extension
116. ICLR 2025How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework
117. ICLR 2025Hyperbolic Genome Embeddings
118. ICLR 2025IDInit: A Universal and Stable Initialization Method for Neural Network Training
119. ICLR 2025IFORMER: INTEGRATING CONVNET AND TRANSFORMER FOR MOBILE APPLICATION
120. ICLR 2025IgGM: A Generative Model for Functional Antibody and Nanobody Design
121. ICLR 2025Immunogenicity Prediction with Dual Attention Enables Vaccine Target Selection
122. ICLR 2025Implicit Neural Surface Deformation with Explicit Velocity Fields
123. ICLR 2025Improved Sampling Of Diffusion Models In Fluid Dynamics With Tweedie's Formula
124. ICLR 2025Improving the Sparse Structure Learning of Spiking Neural Networks from the View of Compression Efficiency
125. ICLR 2025In vivo cell-type and brain region classification via multimodal contrastive learning
126. ICLR 2025Integrating Protein Dynamics into Structure-Based Drug Design via Full-Atom Stochastic Flows
127. ICLR 2025Interpretable Causal Representation Learning for Biological Data in the Pathway Space
128. ICLR 2025Inverse decision-making using neural amortized Bayesian actors
129. ICLR 2025InverseBench: Benchmarking Plug-and-Play Diffusion Priors for Inverse Problems in Physical Sciences
130. ICLR 2025InversionGNN: A Dual Path Network for Multi-Property Molecular Optimization
131. ICLR 2025Investigating the Pre-Training Dynamics of In-Context Learning: Task Recognition vs. Task Learning
132. ICLR 2025Iterative Substructure Extraction for Molecular Relational Learning with Interactive Graph Information Bottleneck
133. ICLR 2025KAN: Kolmogorov–Arnold Networks
134. ICLR 2025KGARevion: An AI Agent for Knowledge-Intensive Biomedical QA
135. ICLR 2025KinFormer: Generalizable Dynamical Symbolic Regression for Catalytic Organic Reaction Kinetics
136. ICLR 2025KinPFN: Bayesian Approximation of RNA Folding Kinetics using Prior-Data Fitted Networks
137. ICLR 2025KLay: Accelerating Arithmetic Circuits for Neurosymbolic AI
138. ICLR 2025L3Ms — Lagrange Large Language Models
139. ICLR 2025Language Agents Meet Causality -- Bridging LLMs and Causal World Models
140. ICLR 2025Language Models Trained to do Arithmetic Predict Human Risky and Intertemporal Choice
141. ICLR 2025Large Language Models Assume People are More Rational than We Really are
142. ICLR 2025Large Language Models Often Say One Thing and Do Another
143. ICLR 2025Learning a Neural Solver for Parametric PDEs to Enhance Physics-Informed Methods
144. ICLR 2025Learning and aligning single-neuron invariance manifolds in visual cortex
145. ICLR 2025Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks
146. ICLR 2025Learning Equivariant Non-Local Electron Density Functionals
147. ICLR 2025Learning local equivariant representations for quantum operators
148. ICLR 2025Learning Molecular Representation in a Cell
149. ICLR 2025Learning stochastic dynamics from snapshots through regularized unbalanced optimal transport
150. ICLR 2025Learning system dynamics without forgetting

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。