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 6 of 8

251. ICLR 2026PETRI: Learning Unified Cell Embeddings from Unpaired Modalities via Early-Fusion Joint Reconstruction
252. ICLR 2026PhyScensis: Physics-Augmented LLM Agents for Complex Physical Scene Arrangement
253. ICLR 2026Physically Valid Biomolecular Interaction Modeling with Gauss-Seidel Projection
254. ICLR 2026Physics vs Distributions: Pareto Optimal Flow Matching with Physics Constraints
255. ICLR 2026Physics-Constrained Fine-Tuning of Flow-Matching Models for Generation and Inverse Problems
256. ICLR 2026Physics-Informed Audio-Geometry-Grid Representation Learning for Universal Sound Source Localization
257. ICLR 2026Physics-Informed Inference Time Scaling for Solving High-Dimensional Partial Differential Equations
258. ICLR 2026Physics-informed learning under mixing: How physical knowledge speeds up learning
259. ICLR 2026Physics-Inspired All-Pair Interaction Learning for 3D Dynamics Modeling
260. ICLR 2026PI-Light: Physics-Inspired Diffusion for Full-Image Relighting
261. ICLR 2026PoinnCARE: Hyperbolic Multi-Modal Learning for Enzyme Classification
262. ICLR 2026PoseX: AI Defeats Physics-based Methods on Protein Ligand Cross-Docking
263. ICLR 2026Pretraining with Re-parametrized Self-Attention: Unlocking Generalizationin SNN-Based Neural Decoding Across Time, Brains, and Tasks
264. ICLR 2026PRISM: Enhancing PRotein Inverse Folding through Fine- Grained Retrieval on Structure-Sequence Multimodal Representations
265. ICLR 2026Private Rate-Constrained Optimization with Applications to Fair Learning
266. ICLR 2026PRO-MOF: Policy Optimization with Universal Atomistic Models for Controllable MOF Generation
267. ICLR 2026ProfBench: Multi-Domain Rubrics requiring Professional Knowledge to Answer and Judge
268. ICLR 2026Property-Driven Protein Inverse Folding with Multi-Objective Preference Alignment
269. ICLR 2026PROTDYN: A FOUNDATION PROTEIN LANGUAGE MODEL FOR THERMODYNAMICS AND DYNAMICS GENERATION
270. ICLR 2026Protein Structure Tokenization via Geometric Byte Pair Encoding
271. ICLR 2026ProteinAE: Protein Diffusion Autoencoders for Structure Encoding
272. ICLR 2026PSDNorm: Temporal Normalization for Deep Learning in Sleep Staging
273. ICLR 2026Quantifying Cross-Attention Interaction in Transformers for Interpreting TCR-pMHC Binding
274. ICLR 2026RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours
275. ICLR 2026RankFlow: Property-aware Transport for Protein Optimization
276. ICLR 2026Rapid Training of Hamiltonian Graph Networks Using Random Features
277. ICLR 2026RealPDEBench: A Benchmark for Complex Physical Systems with Real-World Data
278. ICLR 2026Recover Cell Tensor: Diffusion-Equivalent Tensor Completion for Fluorescence Microscopy Imaging
279. ICLR 2026Reducing Symmetry Increase in Equivariant Neural Networks
280. ICLR 2026Refine Drugs, Don’t Complete Them: Uniform-Source Discrete Flows for Fragment-Based Drug Discovery
281. ICLR 2026Refine Now, Query Fast: A Decoupled Refinement Paradigm for Implicit Neural Fields
282. ICLR 2026Representational Alignment Across Model Layers and Brain Regions with Hierarchical Optimal Transport
283. ICLR 2026Representing local protein environments with machine learning force fields
284. ICLR 2026Reverse Distillation: Disentangling and Scaling Protein Language Model Representations
285. ICLR 2026RF-MatID: Dataset and Benchmark for Radio Frequency Material Identification
286. ICLR 2026RIDER: 3D RNA Inverse Design with Reinforcement Learning-Guided Diffusion
287. ICLR 2026Riesz Neural Operator for Solving Partial Differential Equations
288. ICLR 2026RigidSSL: Rigidity-based Geometric Pretraining for Protein Generation
289. ICLR 2026RoboPARA: Dual-Arm Robot Planning with Parallel Allocation and Recomposition Across Tasks
290. ICLR 2026SafeFlowMatcher: Safe and Fast Planning using Flow Matching with Control Barrier Functions
291. ICLR 2026Sample-efficient evidence estimation of score based priors for model selection
292. ICLR 2026SAQ: Stabilizer-Aware Quantum Error Correction Decoder
293. ICLR 2026SAVE: A Generalizable Framework for Multi-Condition Single-Cell Generation with Gene Block Attention
294. ICLR 2026Scalable and Adaptive Trust-Region Learning via Projection Convex Hull
295. ICLR 2026Scalable Spatio-Temporal SE(3) Diffusion for Long-Horizon Protein Dynamics
296. ICLR 2026Scaling Atomistic Protein Binder Design with Generative Pretraining and Test-Time Compute
297. ICLR 2026Scaling Laws and Symmetry, Evidence from Neural Force Fields
298. ICLR 2026scDFM: Distributional Flow Matching Model for Robust Single-Cell Perturbation Prediction
299. ICLR 2026SE-Diff: Simulator and Experience Enhanced Diffusion Model for Comprehensive ECG Generation
300. ICLR 2026Self-Supervised Evolution Operator Learning for High-Dimensional Dynamical Systems

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.