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

287 papers, page 5 of 6

201. ICML 2025PolyConf: Unlocking Polymer Conformation Generation through Hierarchical Generative Models
202. ICML 2025Position: AI Scaling: From Up to Down and Out
203. ICML 2025Position: Rethinking LLM Bias Probing Using Lessons from the Social Sciences
204. ICML 2025Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking)
205. ICML 2025PPDiff: Diffusing in Hybrid Sequence-Structure Space for Protein-Protein Complex Design
206. ICML 2025Pretraining Generative Flow Networks with Inexpensive Rewards for Molecular Graph Generation
207. ICML 2025Propagation of Chaos for Mean-Field Langevin Dynamics and its Application to Model Ensemble
208. ICML 2025Protein Structure Tokenization: Benchmarking and New Recipe
209. ICML 2025PyTDC: A multimodal machine learning training, evaluation, and inference platform for biomedical foundation models
210. ICML 2025QEM-Bench: Benchmarking Learning-based Quantum Error Mitigation and QEMFormer as a Multi-ranged Context Learning Baseline
211. ICML 2025Quadruple Attention in Many-body Systems for Accurate Molecular Property Predictions
212. ICML 2025QuanONet: Quantum Neural Operator with Application to Differential Equation
213. ICML 2025Reducing Tool Hallucination via Reliability Alignment
214. ICML 2025Refined generalization analysis of the Deep Ritz Method and Physics-Informed Neural Networks
215. ICML 2025Reinforced Learning Explicit Circuit Representations for Quantum State Characterization from Local Measurements
216. ICML 2025Reinforcement Learning for Quantum Control under Physical Constraints
217. ICML 2025Reinforcement Learning with Segment Feedback
218. ICML 2025Relational Invariant Learning for Robust Solvation Free Energy Prediction
219. ICML 2025ReQFlow: Rectified Quaternion Flow for Efficient and High-Quality Protein Backbone Generation
220. ICML 2025Rethink GraphODE Generalization within Coupled Dynamical System
221. ICML 2025Rethink the Role of Deep Learning towards Large-scale Quantum Systems
222. ICML 2025Retrieval Augmented Zero-Shot Enzyme Generation for Specified Substrate
223. ICML 2025Retrieval-Augmented Language Model for Knowledge-aware Protein Encoding
224. ICML 2025ReverB-SNN: Reversing Bit of the Weight and Activation for Spiking Neural Networks
225. ICML 2025Reward-Guided Iterative Refinement in Diffusion Models at Test-Time with Applications to Protein and DNA Design
226. ICML 2025Rhomboid Tiling for Geometric Graph Deep Learning
227. ICML 2025Riemann Tensor Neural Networks: Learning Conservative Systems with Physics-Constrained Networks
228. ICML 2025RISE: Radius of Influence based Subgraph Extraction for 3D Molecular Graph Explanation
229. ICML 2025Robust and Conjugate Spatio-Temporal Gaussian Processes
230. ICML 2025Robust Secure Swap: Responsible Face Swap With Persons of Interest Redaction and Provenance Traceability
231. ICML 2025Safety-Polarized and Prioritized Reinforcement Learning
232. ICML 2025Scalable Equilibrium Sampling with Sequential Boltzmann Generators
233. ICML 2025SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields
234. ICML 2025Schwarz–Schur Involution: Lightspeed Differentiable Sparse Linear Solvers
235. ICML 2025Score Matching with Missing Data
236. ICML 2025SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive Decoding
237. ICML 2025Separating Knowledge and Perception with Procedural Data
238. ICML 2025SGD Jittering: A Training Strategy for Robust and Accurate Model-Based Architectures
239. ICML 2025Sidechain conditioning and modeling for full-atom protein sequence design with FAMPNN
240. ICML 2025Skip the Equations: Learning Behavior of Personalized Dynamical Systems Directly From Data
241. ICML 2025Speculative Prefill: Turbocharging TTFT with Lightweight and Training-Free Token Importance Estimation
242. ICML 2025Staged and Physics-Grounded Learning Framework with Hyperintensity Prior for Pre-Contrast MRI Synthesis
243. ICML 2025StealthInk: A Multi-bit and Stealthy Watermark for Large Language Models
244. ICML 2025Steering Protein Language Models
245. ICML 2025Stochastic Poisson Surface Reconstruction with One Solve using Geometric Gaussian Processes
246. ICML 2025Strategic A/B testing via Maximum Probability-driven Two-armed Bandit
247. ICML 2025Sub-Sequential Physics-Informed Learning with State Space Model
248. ICML 2025SUICA: Learning Super-high Dimensional Sparse Implicit Neural Representations for Spatial Transcriptomics
249. ICML 2025Symmetry-Driven Discovery of Dynamical Variables in Molecular Simulations
250. ICML 2025Synthesizing Images on Perceptual Boundaries of ANNs for Uncovering and Manipulating Human Perceptual Variability

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.