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

373 papers, page 4 of 8

151. ICLR 2026Generalized Spherical Neural Operators: Green’s Function Formulation
152. ICLR 2026Genomic Foundationless Models: Pretraining Does Not Promise Performance
153. ICLR 2026GeoFAR: Geography-Informed Frequency-Aware Super-Resolution for Climate Data
154. ICLR 2026Geometric Autoencoder Priors for Bayesian Inversion: Learn First Observe Later
155. ICLR 2026Geometric Graph Neural Diffusion for Stable Molecular Dynamics
156. ICLR 2026Glance and Focus Reinforcement for Pan-cancer Screening
157. ICLR 2026Global and Local Topology-Aware Graph Generation via Dual Conditioning Diffusion
158. ICLR 2026Go Beyond Earth: Understanding Human Actions and Scenes in Microgravity Environments
159. ICLR 2026Goal Reaching with Eikonal-Constrained Hierarchical Quasimetric Reinforcement Learning
160. ICLR 2026GoR: A Unified and Extensible Generative Framework for Ordinal Regression
161. ICLR 2026GRAM-DTI: Adaptive Multimodal Representation Learning for Drug–Target Interaction Prediction
162. ICLR 2026Graph Diffusion Transformers are In-Context Molecular Designers
163. ICLR 2026Greater than the Sum of Its Parts: Building Substructure into Protein Encoding Models
164. ICLR 2026Group-Relative REINFORCE Is Secretly an Off-Policy Algorithm: Demystifying Some Myths About GRPO and Its Friends
165. ICLR 2026h-MINT: Modeling Pocket-Ligand Binding with Hierarchical Molecular Interaction Network
166. ICLR 2026HATSolver: Learning Gröbner Bases with Hierarchical Attention Transformers
167. ICLR 2026HDR-NSFF: High Dynamic Range Neural Scene Flow Fields
168. ICLR 2026HEIST: A Graph Foundation Model for Spatial Transcriptomics and Proteomics Data
169. ICLR 2026High-dimensional Mean-Field Games by Particle-based Flow Matching
170. ICLR 2026HiMAE: Hierarchical Masked Autoencoders Discover Resolution-Specific Structure in Wearable Time Series
171. ICLR 2026HistoPrism: Unlocking Functional Pathway Analysis from Pan-Cancer Histology via Gene Expression Prediction
172. ICLR 2026HSG-12M: A Large-Scale Benchmark of Spatial Multigraphs from the Energy Spectra of Non-Hermitian Crystals
173. ICLR 2026I2Mole: Interaction-aware Invariant Molecular Learning For Generalizable Property Prediction
174. ICLR 2026ICYM2I: The illusion of multimodal informativeness under missingness
175. ICLR 2026Improving Extreme Wind Prediction with Frequency-Informed Learning
176. ICLR 2026Improving Long-Range Interactions in Graph Neural Simulators via Hamiltonian Dynamics
177. ICLR 2026Incomplete Data, Complete Dynamics: A Diffusion Approach
178. ICLR 2026Independence Test for Linear Non-Gaussian Data and Applications in Causal Discovery
179. ICLR 2026Information Shapes Koopman Representation
180. ICLR 2026InputDSA: Demixing, then comparing recurrent and externally driven dynamics
181. ICLR 2026Interpolation-Based Conditioning of Flow Matching Models for Bioisosteric Ligand Design
182. ICLR 2026IR-Agent: Expert-Inspired LLM Agents for Structure Elucidation from Infrared Spectra
183. ICLR 2026Is Graph Unlearning Ready for Practice? A Benchmark on Efficiency, Utility, and Forgetting
184. ICLR 2026Iterative Distillation for Reward-Guided Fine-Tuning of Diffusion Models in Biomolecular Design
185. ICLR 2026Iterative Training of Physics-Informed Neural Networks with Fourier-enhanced Features
186. ICLR 2026Joint Adaptation of Uni-modal Foundation Models for Multi-modal Alzheimer's Disease Diagnosis
187. ICLR 2026K²-Agent: Co-Evolving Know-What and Know-How for Hierarchical Mobile Device Control
188. ICLR 2026KANO: Kolmogorov-Arnold Neural Operator
189. ICLR 2026KGOT: Unified Knowledge Graph and Optimal Transport Pseudo-Labeling for Molecule-Protein Interaction Prediction
190. ICLR 2026Knowledgeable Language Models as Black-Box Optimizers for Personalized Medicine
191. ICLR 2026La-Proteina: Atomistic Protein Generation via Partially Latent Flow Matching
192. ICLR 2026Large Depth Completion Model from Sparse Observations
193. ICLR 2026LD-EnSF: Synergizing Latent Dynamics with Ensemble Score Filters for Fast Data Assimilation with Sparse Observations
194. ICLR 2026Learning Collective Variables from BioEmu with Time-Lagged Generation
195. ICLR 2026Learning Data-Efficient and Generalizable Neural Operators via Fundamental Physics Knowledge
196. ICLR 2026Learning Distributions over Permutations and Rankings with Factorized Representations
197. ICLR 2026Learning Escorted Protocols For Multistate Free-Energy Estimation
198. ICLR 2026Learning Flexible Forward Trajectories for Masked Molecular Diffusion
199. ICLR 2026Learning from the Electronic Structure of Molecules across the Periodic Table
200. ICLR 2026Learning From the Past with Cascading Eligibility Traces

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.