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 6 of 9

251. ICML 2026Metric—Phase Fields: Decoupling Distance and Sign for Thin-Structure Reconstruction from Unoriented Point Clouds
252. ICML 2026Mitigating Gradient Pathology in PINNs through Aligned Constraint
253. ICML 2026MMClima: A Framework for Multimodal Climate Science Data and Evaluation
254. ICML 2026MMPD-Bench: Bridging Multimodal Fission with Multi-Polarimetric Modalities Decomposition
255. ICML 2026Mobility-Embedded POIs: Learning What A Place Is and How It Is Used from Human Movement
256. ICML 2026MOD-SR: Unifying Multimodal Learning and Direct Optimization with Gradient-Guided Diffusion Model for Symbolic Regression
257. ICML 2026MOES-Pred: Molecular Structural Representation Learning by Adaptive Energy-Sentinel Vibration for Generalized Property Prediction
258. ICML 2026MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization
259. ICML 2026Multi-Scale Wavelet Transformers for Operator Learning of Dynamical Systems
260. ICML 2026Multimodal Crystal Flow: Any-to-Any Modality Generation for Unified Crystal Modeling
261. ICML 2026MUSA-PINN: Multi-scale Weak-form Physics-Informed Neural Networks for Fluid Flow in Complex Geometries
262. ICML 2026MutAtlas: A PDB-Wide Energy-Guided Atlas of Protein Mutation Effects
263. ICML 2026MVR-cache: Optimizing Semantic Caching via Multi-Vector Retrieval and Learned Prompt Segmentation
264. ICML 2026N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout
265. ICML 2026Near-Optimal Dynamic Matching via Coarsening with Application to Heart Transplantation
266. ICML 2026Needles in the Haystack: Addressing Signal Dilution Improves scRNA-seq Perturbation Response Modeling and Evaluation
267. ICML 2026Neural Control: Adjoint Learning Through Equilibrium Constraints
268. ICML 2026Neural Minimum Weight Perfect Matching for Quantum Error Codes
269. ICML 2026Neural Modular Physics for Elastic Simulation
270. ICML 2026Neural Quantum States in Mixed Precision
271. ICML 2026Neural-HSS: Hierarchical Semi-Separable Neural PDE Solver
272. ICML 2026Neural–Evolutionary Symbolic Regression with Global Constraints: Constraint-Aware Decoding and Reward Shaping
273. ICML 2026Neuro-Symbolic AI for Analytical Solutions of Differential Equations
274. ICML 2026NeurOCNN: A Neural-Operator-Based Model for Physiological Time Series
275. ICML 2026NeuroMamba: A Universal Spatiotemporal Module for Robust Perception in Degraded Sensory Streams
276. ICML 2026On Densest $k$-Subgraph Mining and Diagonal Loading: Optimization Landscape and Finite-Step Exact Convergence Analysis
277. ICML 2026On Path to Multimodal Historical Reasoning: HistBench and HistAgent
278. ICML 2026On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching
279. ICML 2026On the Infinite Width and Depth Limits of Predictive Coding Networks
280. ICML 2026Open Materials Generation with Inference-Time Reinforcement Learning
281. ICML 2026Optimal Design for Multinomial Logit Model with Applications to Best Assortment Identification
282. ICML 2026Order Matters in Retrosynthesis: Structure-aware Generation via Reaction-Center-Guided Discrete Flow Matching
283. ICML 2026Origo: Interpretable Multi-physics PDE Foundation Model through Neural Operator Splitting
284. ICML 2026OSF: On Pre-training and Scaling of Sleep Foundation Models
285. ICML 2026Overcoming PINNs Failure Modes In High Dimension With Low-Rank Fourier Sum
286. ICML 2026Parameter-free Dynamic Regret: Time-varying Movement Costs, Delayed Feedback, and Memory
287. ICML 2026Particle-Guided Diffusion Models for Partial Differential Equations
288. ICML 2026PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering
289. ICML 2026Patterning: The Dual of Interpretability
290. ICML 2026PESD-TSF: A Period-Aware and Explicit Structured Decomposition Framework for Long-Term Time Series Forecasting
291. ICML 2026PFT: Phonon Fine-tuning for Machine Learned Interatomic Potentials
292. ICML 2026PGD-NO: A Neural Operator with Precomputed Geometry Decomposition for 3D Million-Scale Physics Simulations
293. ICML 2026Phy-CoSF: Physics-Guided Continuous Spectral Fields Reconstruction and Spectral Super-Resolution for Snapshot Compressive Imaging
294. ICML 2026PhysHanDI: Physics-Based Reconstruction of Hand-Deformable Object Interactions
295. ICML 2026Physically-Guided Data-Space Rectified Flow for Precipitation Nowcasting
296. ICML 2026Physics from Video: Identifiability of Time-Invariant Second-Order ODEs under Minimal Trajectory Conditions
297. ICML 2026Physics in 2-Steps: Locking Motion Priors Before Visual Refinement Erases Them
298. ICML 2026Physics-Guided Motion Loss for Video Generation Model
299. ICML 2026Physics-informed coarsening for multigrid graph neural networks surrogates
300. ICML 2026Physics-Informed Diffusion Models in Spectral Space

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.