Applications · chemistry physics and earth sciences papers, 2023–2026

Key findings

• Applications · chemistry physics and earth sciences went from 293 papers in 2023 to 1,217 in 2026, roughly 4.2x in three years.
• NeurIPS publishes the most Applications · chemistry physics and earth sciences work: 1,107 papers from 2023 to 2026, 33% of the four-venue total.
• The fastest-growing overlap is with Multimodal LLMs: papers tagged with both rose from 3 in 2023 to 95 in 2026.
• Among the 10 topics under Application Domains, it ranks #2 by 2026 paper count; the fastest grower in the group, Applications · health medicine, is up 61x versus 4.2x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Applications · chemistry physics and earth sciences papers

287 papers, page 4 of 6

151. ICML 2025Linearization Turns Neural Operators into Function-Valued Gaussian Processes
152. ICML 2025LLM-Augmented Chemical Synthesis and Design Decision Programs
153. ICML 2025LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models
154. ICML 2025LOB-Bench: Benchmarking Generative AI for Finance - an Application to Limit Order Book Data
155. ICML 2025M2PDE: Compositional Generative Multiphysics and Multi-component PDE Simulation
156. ICML 2025Making Hard Problems Easier with Custom Data Distributions and Loss Regularization: A Case Study in Modular Arithmetic
157. ICML 2025Maximum Coverage in Turnstile Streams with Applications to Fingerprinting Measures
158. ICML 2025Maximum Update Parametrization and Zero-Shot Hyperparameter Transfer for Fourier Neural Operators
159. ICML 2025Mechanistic PDE Networks for Discovery of Governing Equations
160. ICML 2025MF-LAL: Drug Compound Generation Using Multi-Fidelity Latent Space Active Learning
161. ICML 2025MindLLM: A Subject-Agnostic and Versatile Model for fMRI-to-text Decoding
162. ICML 2025MIPT: Multilevel Informed Prompt Tuning for Robust Molecular Property Prediction
163. ICML 2025MissScore: High-Order Score Estimation in the Presence of Missing Data
164. ICML 2025MixMin: Finding Data Mixtures via Convex Minimization
165. ICML 2025Modeling All-Atom Glycan Structures via Hierarchical Message Passing and Multi-Scale Pre-training
166. ICML 2025Multi-Timescale Dynamics Model Bayesian Optimization for Plasma Stabilization in Tokamaks
167. ICML 2025MultiPDENet: PDE-embedded Learning with Multi-time-stepping for Accelerated Flow Simulation
168. ICML 2025Near-optimal Sketchy Natural Gradients for Physics-Informed Neural Networks
169. ICML 2025NEAR: Neural Electromagnetic Array Response
170. ICML 2025Neural Encoding and Decoding at Scale
171. ICML 2025Neural Graph Matching Improves Retrieval Augmented Generation in Molecular Machine Learning
172. ICML 2025Neural Interpretable PDEs: Harmonizing Fourier Insights with Attention for Scalable and Interpretable Physics Discovery
173. ICML 2025NMA-tune: Generating Highly Designable and Dynamics Aware Protein Backbones
174. ICML 2025Non-asymptotic Error Bounds in $\mathcal{W}_2$-Distance with Sqrt(d) Dimension Dependence and First Order Convergence for Langevin Monte Carlo beyond Log-Concavity
175. ICML 2025Not all solutions are created equal: An analytical dissociation of functional and representational similarity in deep linear neural networks
176. ICML 2025Offline Model-based Optimization for Real-World Molecular Discovery
177. ICML 2025OmniArch: Building Foundation Model for Scientific Computing
178. ICML 2025On Temperature Scaling and Conformal Prediction of Deep Classifiers
179. ICML 2025On Zero-Initialized Attention: Optimal Prompt and Gating Factor Estimation
180. ICML 2025OneForecast: A Universal Framework for Global and Regional Weather Forecasting
181. ICML 2025Open Materials Generation with Stochastic Interpolants
182. ICML 2025Optimal Auction Design in the Joint Advertising
183. ICML 2025Optimizing Robustness and Accuracy in Mixture of Experts: A Dual-Model Approach
184. ICML 2025Optimizing Social Network Interventions via Hypergradient-Based Recommender System Design
185. ICML 2025Otter: Generating Tests from Issues to Validate SWE Patches
186. ICML 2025PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs
187. ICML 2025PDE-Transformer: Efficient and Versatile Transformers for Physics Simulations
188. ICML 2025PEINR: A Physics-enhanced Implicit Neural Representation for High-Fidelity Flow Field Reconstruction
189. ICML 2025Perceptually Constrained Precipitation Nowcasting Model
190. ICML 2025Permutation Equivariant Neural Networks for Symmetric Tensors
191. ICML 2025Permutation-based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data
192. ICML 2025Persistent Topological Features in Large Language Models
193. ICML 2025Physics Aware Neural Networks for Unsupervised Binding Energy Prediction
194. ICML 2025Physics-Informed DeepONets for drift-diffusion on metric graphs: simulation and parameter identification
195. ICML 2025Physics-Informed Generative Modeling of Wireless Channels
196. ICML 2025Physics-informed Temporal Alignment for Auto-regressive PDE Foundation Models
197. ICML 2025Physics-Informed Weakly Supervised Learning For Interatomic Potentials
198. ICML 2025Piloting Structure-Based Drug Design via Modality-Specific Optimal Schedule
199. ICML 2025PINNsAgent: Automated PDE Surrogation with Large Language Models
200. ICML 2025Poly2Vec: Polymorphic Fourier-Based Encoding of Geospatial Objects for GeoAI Applications

FAQ

How many Applications · chemistry physics and earth sciences papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

3,316 in total: 293 in 2023, 680 in 2024, 1,126 in 2025, 1,217 in 2026.

How many Applications · chemistry physics and earth sciences papers are at NeurIPS 2026?

NeurIPS 2026 has 299 Applications · chemistry physics and earth sciences papers, versus 455 the year before.

How many Applications · chemistry physics and earth sciences papers are at ICLR 2026?

ICLR 2026 has 373 Applications · chemistry physics and earth sciences papers, versus 297 the year before.

How many Applications · chemistry physics and earth sciences papers are at ICML 2026?

ICML 2026 has 441 Applications · chemistry physics and earth sciences papers, versus 287 the year before.

How many Applications · chemistry physics and earth sciences papers are at CVPR 2026?

CVPR 2026 has 104 Applications · chemistry physics and earth sciences papers, versus 87 the year before.

Which conference publishes the most Applications · chemistry physics and earth sciences papers?

NeurIPS, with 1,107 papers from 2023 to 2026.