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 441 篇，第 4 / 9 页

151. ICML 2026From Feasible to Practical: Pareto-Optimal Synthesis Planning
152. ICML 2026From geometry to dynamics: Learning overdamped Langevin dynamics from sparse observations with geometric constraints
153. ICML 2026From Holo Pockets to Electron Density: GPT-style Drug Design with Density
154. ICML 2026From Human Labels to Literature: Semi-Supervised Learning of NMR Chemical Shifts at Scale
155. ICML 2026From Muon to Gluon: Bridging Theory and Practice of LMO-based Optimizers for LLMs
156. ICML 2026From Prior to Pro: Efficient Skill Mastery via Distribution Contractive RL Finetuning
157. ICML 2026From Representation to Action: A Unified Laplacian Framework for Spatial Representation and Path Planning
158. ICML 2026Functional Attention: From Pairwise Affinities to Functional Correspondences
159. ICML 2026Functional Decomposition and Shapley Interactions for Interpreting Survival Models
160. ICML 2026Functional Equivalence in Attention: A Comprehensive Study with Applications to Linear Mode Connectivity
161. ICML 2026FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation
162. ICML 2026FUSE: Quantifying Uncertainty in Vision-Language Models by Bayesian Fusing Epistemic and Aleatoric Uncertainty
163. ICML 2026FusionCell: Cross-Attentive Fusion of Layout Geometry and Netlist Topology for Standard-Cell Performance Prediction
164. ICML 2026G-RANS: Generalizable Residual-Aware Neural Solvers for Sparse Systems
165. ICML 2026GenCircuit-RL: Reinforcement Learning from Hierarchical Verification for Genetic Circuit Design
166. ICML 2026GenDA: Generative Data Assimilation on Complex Urban Areas via Classifier-Free Diffusion Guidance
167. ICML 2026GENEB: Why Genomic Models Are Hard to Compare
168. ICML 2026General Quantification of Covariate and Concept Shifts
169. ICML 2026Generalizable and Actionable Parts Pose Estimation with Symmetry Annotation-Free Learning Strategy
170. ICML 2026Generalized Correctness Models: Learning Calibrated and Cross-Model Correctness Predictors from Historical Patterns
171. ICML 2026Generative Adaptation of Dynamics to Environmental Shifts via Weight-space Diffusion
172. ICML 2026Generative Neural Operators through Diffusion Last Layer
173. ICML 2026GenUnfold: Rapidly Predict Protein Mechanical Unfolding Trajectory via a Physics-Guided Diffusion Model
174. ICML 2026Geometric Embedding Alignment via Curvature Matching in Transfer Learning
175. ICML 2026Geometry-Aware Neural Optimizer for Shape Optimization and Inversion
176. ICML 2026GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training
177. ICML 2026GFFMERGE: Efficient Merging of Graph Neural Force Fields and Beyond
178. ICML 2026Global Credit Assignment via Dynamical Criticality
179. ICML 2026Global Plane Waves from Local Gaussians: Periodic Charge Densities in a Blink
180. ICML 2026Graph Rewiring based on Flow Alignment for Improving Fluid Simulation
181. ICML 2026Grounded in Reality: Learning and Deploying Proactive LLM from Offline Logs
182. ICML 2026Heavy-tailed Physics-Informed Neural Networks
183. ICML 2026Hermite-NGP: Gradient-Augmented Hash Encoding for Learning PDEs
184. ICML 2026History-Bootstrapped Flow Matching for Inverse Boiling Reconstruction
185. ICML 2026How (Not) to Hybridize Neural and Mechanistic Models for Epidemiological Forecasting
186. ICML 2026How do Humans Process AI-generated Hallucination Contents: a Neuroimaging Study
187. ICML 2026HVR-Met: A Hypothesis-Verification-Replanning Agentic System for Extreme Weather Diagnosis
188. ICML 2026HybridOM: Hybrid Physics-Based and Data-Driven Global Ocean Modeling with Efficient Regional Downscaling
189. ICML 2026Hyperbolic Neural Operator
190. ICML 2026Hyperbolic neural population geometry benefits computation
191. ICML 2026Identifiable Smooth Conjugacy Learning via Adversarial Orthogonality
192. ICML 2026Identifying and Correcting Label Noise for Robust GNNs via Influence Contradiction
193. ICML 2026Imposing Boundary Conditions on Neural Operators via Learned Function Extensions
194. ICML 2026Improved Analysis of the Accelerated Noisy Power Method with Applications to Decentralized PCA
195. ICML 2026Improving ML Attacks on LWE with Data Repetition and Stepwise Regression
196. ICML 2026Improving the Performance and Learning Stability of Parallelizable RNNs Designed for Ultra-Low Power Applications
197. ICML 2026Inference-time optimization for experiment-grounded protein ensemble generation
198. ICML 2026InfoGlobe: Local-and-Global Information-Preserving Statistical Manifold Learning for Single-Cell Transcriptomics
199. ICML 2026Interpretability and Generalization Bounds for Learning Spatial Physics
200. ICML 2026Interpretable Functional Koopman Learning with Non-Markovian Closure for Spatiotemporal Systems

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。