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

441 papers, page 5 of 9

201. ICML 2026Interpretable Neural ODEs for Gene Regulatory Network Discovery under Perturbations
202. ICML 2026Interpreting Physics in Video World Models
203. ICML 2026JanusPipe: Efficient Pipeline Parallel Training for Machine Learning Interatomic Potentials
204. ICML 2026Joint Model and Data Sparsification via the Marginal Likelihood
205. ICML 2026LabBuilder: Protocol-Grounded 3D Layout Generation for Interactable and Safe Laboratory
206. ICML 2026LABO: LLM-Accelerated Bayesian Optimization through Broad Exploration and Selective Experimentation
207. ICML 2026LangPrecip: Language-Aware Multimodal Precipitation Nowcasting
208. ICML 2026Large-Scale Molecular Dynamics Simulations: Direct Interatomic Modeling with Dilated Message Passing
209. ICML 2026Large-Scale Notification Dispatch with Bundle Treatments and Multi-Outcome Uplift Optimization
210. ICML 2026Latent Diffusion Pretraining for Crystal Property Prediction
211. ICML 2026LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning
212. ICML 2026LDARNet: DNA Adaptive Representation Network with Learnable Tokenization for Genomic Modeling
213. ICML 2026LeakGFN: Robust Molecular Generation in Generative Flow Networks via Flow Decomposition
214. ICML 2026Learning Cardiac Latent Representations in Vectorcardiogram Space
215. ICML 2026Learning Compressed Shape-Aware Molecular Representations for Virtual Screening
216. ICML 2026Learning Dynamic Stability Landscapes in Synchronization Networks
217. ICML 2026Learning Hamiltonian Dynamics at Scale: A Differential-Geometric Approach
218. ICML 2026Learning Hamiltonian Flow Maps: Mean Flow Consistency for Large-Timestep Molecular Dynamics
219. ICML 2026Learning Permutation-invariant Macroscopic Dynamics
220. ICML 2026Learning the ESG Geometry with Domain Aware Language Models
221. ICML 2026Learning the Interaction Prior for Protein-Protein Interaction Prediction: A Model-Agnostic Approach
222. ICML 2026Learning to Emulate Chaos: Adversarial Optimal Transport Regularization
223. ICML 2026Learning to Refine: Spectral-Decoupled Iterative Refinement Framework for Precipitation Nowcasting
224. ICML 2026Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
225. ICML 2026Learning-Guided Integration Contours Construction for Fast Large-Scale Generalized Eigensolvers
226. ICML 2026Learning, Solving and Optimizing PDEs with TensorGalerkin: an efficient high-performance Galerkin assembly algorithm
227. ICML 2026Less Token, More Signal: MoE Expert Pruning via Critical Token Selection
228. ICML 2026Leveraging Gauge Freedom for Learning Non-Gradient Population Dynamics of Stochastic Systems
229. ICML 2026Light Up Your Face: A Physically Consistent Dataset and Diffusion Model for Face Fill-Light Enhancement
230. ICML 2026Linear Bandits beyond Inner Product Spaces, the case of Bandit Optimal Transport
231. ICML 2026Linguistic Properties and Model Scale in Brain Encoding: From Small to Compressed Language Models
232. ICML 2026LipoPU: Pocket-level Prediction of Lipid-Protein Interactions via Positive-Unlabeled Learning
233. ICML 2026LithoDreamer: A Physics-Informed World Model for Multi-Stage Computational Lithography
234. ICML 2026Localized, High-resolution Geographic Representations with Slepian Functions
235. ICML 2026LoPhyDA: Low-Rank Tensor and Physics Gradient Guided Diffusion for Atmospheric Data Assimilation
236. ICML 2026Machine Learning Hamiltonians are Accurate Energy-Force Predictors
237. ICML 2026MacroGuide: Topological Guidance for Macrocycle Generation
238. ICML 2026MADE: Benchmark Environments for Closed-Loop Materials Discovery
239. ICML 2026MalTree: Tracing Malware Evolution using Embeddings at Scale
240. ICML 2026MarketSim: Simulating Stock Markets with Large-Scale Generative Agents
241. ICML 2026MAST: Motif-Augmented Diffusion with Search Tree for Spectroscopic Molecular Structure Elucidation
242. ICML 2026MCP-Persona: Benchmarking LLM Agents on Real-World Personal Applications via Environment Simulation
243. ICML 2026Measuring Agents in Production
244. ICML 2026MedREK: Retrieval-Based Editing for Medical LLMs with Key-Aware Prompts
245. ICML 2026Mesh Based Simulations with Spatial and Temporal awareness
246. ICML 2026Mesh Field Theory: Port–Hamiltonian Formulation of Mesh-Based Physics
247. ICML 2026MeshTok: Efficient Multi-Scale Tokenization for Scalable PDE Transformers
248. ICML 2026Meta-learning Structure-Preserving Dynamics
249. ICML 2026MetaDNS: Enhancing Exploration in Discrete Neural Samplers via Metadynamics
250. ICML 2026MetaStreet: Semi-Supervised Multimodal Learning for Street-Level Socioeconomic Prediction

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.