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

1,126 papers, page 6 of 23

251. ICLR 2025MAPS: Advancing Multi-Modal Reasoning in Expert-Level Physical Science
252. ICLR 2025MaRS: A Fast Sampler for Mean Reverting Diffusion based on ODE and SDE Solvers
253. ICLR 2025MatExpert: Decomposing Materials Discovery By Mimicking Human Experts
254. ICLR 2025MeshMask: Physics-Based Simulations with Masked Graph Neural Networks
255. ICLR 2025Meta Flow Matching: Integrating Vector Fields on the Wasserstein Manifold
256. ICLR 2025Metamizer: A Versatile Neural Optimizer for Fast and Accurate Physics Simulations
257. ICLR 2025MeToken: Uniform Micro-environment Token Boosts Post-Translational Modification Prediction
258. ICLR 2025MGCFNN: A Neural MultiGrid Solver with Novel Fourier Neural Network for High Wave Number Helmholtz Equations
259. ICLR 2025Minimal Variance Model Aggregation: A principled, non-intrusive, and versatile integration of black box models
260. ICLR 2025MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models
261. ICLR 2025Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout
262. ICLR 2025MOFFlow: Flow Matching for Structure Prediction of Metal-Organic Frameworks
263. ICLR 2025MolSpectra: Pre-training 3D Molecular Representation with Multi-modal Energy Spectra
264. ICLR 2025MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses
265. ICLR 2025MorphoDiff: Cellular Morphology Painting with Diffusion Models
266. ICLR 2025MotherNet: Fast Training and Inference via Hyper-Network Transformers
267. ICLR 2025Multi-domain Distribution Learning for De Novo Drug Design
268. ICLR 2025Multi-Modal and Multi-Attribute Generation of Single Cells with CFGen
269. ICLR 2025Multi-objective antibody design with constrained preference optimization
270. ICLR 2025Neural Context Flows for Meta-Learning of Dynamical Systems
271. ICLR 2025Neural Wave Equation for Irregularly Sampled Sequence Data
272. ICLR 2025NeurFlow: Interpreting Neural Networks through Neuron Groups and Functional Interactions
273. ICLR 2025NExT-Mol: 3D Diffusion Meets 1D Language Modeling for 3D Molecule Generation
274. ICLR 2025No Equations Needed: Learning System Dynamics Without Relying on Closed-Form ODEs
275. ICLR 2025No Location Left Behind: Measuring and Improving the Fairness of Implicit Representations for Earth Data
276. ICLR 2025Node Similarities under Random Projections: Limits and Pathological Cases
277. ICLR 2025Nonlinear multiregion neural dynamics with parametric impulse response communication channels
278. ICLR 2025NutriBench: A Dataset for Evaluating Large Language Models in Nutrition Estimation from Meal Descriptions
279. ICLR 2025OCCAM: Towards Cost-Efficient and Accuracy-Aware Classification Inference
280. ICLR 2025On Designing General and Expressive Quantum Graph Neural Networks with Applications to MILP Instance Representation
281. ICLR 2025On the Benefits of Memory for Modeling Time-Dependent PDEs
282. ICLR 2025On the Expressive Power of Sparse Geometric MPNNs
283. ICLR 2025On the Fourier analysis in the SO(3) space : the EquiLoPO Network
284. ICLR 2025One for all and all for one: Efficient computation of partial Wasserstein distances on the line
285. ICLR 2025Open-CK: A Large Multi-Physics Fields Coupling benchmarks in Combustion Kinetics
286. ICLR 2025OpenRCA: Can Large Language Models Locate the Root Cause of Software Failures?
287. ICLR 2025Optimal Protocols for Continual Learning via Statistical Physics and Control Theory
288. ICLR 2025OSDA Agent: Leveraging Large Language Models for De Novo Design of Organic Structure Directing Agents
289. ICLR 2025Partial Gromov-Wasserstein Metric
290. ICLR 2025Periodic Materials Generation using Text-Guided Joint Diffusion Model
291. ICLR 2025PhyloVAE: Unsupervised Learning of Phylogenetic Trees via Variational Autoencoders
292. ICLR 2025PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems
293. ICLR 2025Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process
294. ICLR 2025Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems
295. ICLR 2025Physics of Language Models: Part 3.2, Knowledge Manipulation
296. ICLR 2025Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws
297. ICLR 2025Physics-aligned field reconstruction with diffusion bridge
298. ICLR 2025Physics-Informed Diffusion Models
299. ICLR 2025Physics-informed Temporal Difference Metric Learning for Robot Motion Planning
300. ICLR 2025PhysPDE: Rethinking PDE Discovery and a Physical Hypothesis Selection Benchmark

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.