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 7 of 9

301. ICML 2026Physics-Informed Distillation of Diffusion Models for PDE-Constrained Generation
302. ICML 2026Physics-informed Neural Operator Learning for Nonlinear Grad-Shafranov Equation
303. ICML 2026Physics-Informed Pre-training on Efficient Electron-Density Images for Organic Material Property Prediction
304. ICML 2026Physics-Informed Residual Flows
305. ICML 2026Physiology as Language: Translating Respiration to EEG during Sleep
306. ICML 2026PINNfluence: Interpreting PINNs through Influence Functions
307. ICML 2026PinTok: Tokenizers Deserve Dedicated Pinned CPU-Compute and Memory
308. ICML 2026PLaID++: A Preference Aligned Language Model for Targeted Inorganic Materials Design
309. ICML 2026Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control
310. ICML 2026Plug-and-Play Label Map Diffusion for Universal Goal-Oriented Navigation
311. ICML 2026PnP-Corrector: A Universal Correction Framework for Coupled Spatiotemporal Forecasting
312. ICML 2026PolarDepth: Monocular Transparent Object Depth from Polar-Physics Priors
313. ICML 2026Positional Encoding for Spiking Transformers
314. ICML 2026Posterior Concentration of Bayesian Physics-Informed Neural Networks for Elliptic PDEs
315. ICML 2026Practical and Scalable Hamiltonian Monte Carlo Without the Metropolis Test
316. ICML 2026Precision-Induced Miscalibration: Understanding and Correcting Confidence Distortion in Quantized Neural Networks
317. ICML 2026Predicting evolutionary rate as a pretraining task improves genome language model representations
318. ICML 2026PRISM: Learning Realistic Depth via Physics-Grounded Noise Disentanglement with Semantic-Geometric Collaboration
319. ICML 2026Probabilistic Retrofitting of Learned Simulators
320. ICML 2026Probing the Inductive Bias of Neural Networks through Learning Random Cellular Automata
321. ICML 2026Protein Autoregressive Modeling via Multiscale Structure Generation
322. ICML 2026Protein Design with Agent Rosetta: A Case Study for Specialized Scientific Agents
323. ICML 2026Protein Fold Classification at Scale: Benchmarking and Pretraining
324. ICML 2026Protein Language Model Embeddings Improve Generalization of Implicit Transfer Operators
325. ICML 2026Proximal Splitting Methods for Hybrid Differentiable Models
326. ICML 2026Quantifying the noise sensitivity of the Wasserstein metric for images
327. ICML 2026Ranking Time Series using a Time Warping Ideal Point Model
328. ICML 2026ReCoG: Relational and Compact Context Graph Learning for Few-shot Molecular Property Prediction
329. ICML 2026Recovering Policy-Induced Errors: Benchmarking and Trajectory Synthesis for Robust GUI Agents
330. ICML 2026RECTOR: Masked Region-Channel-Temporal Modeling for Affective and Cognitive Representation Learning
331. ICML 2026Reduction of Probabilistic Chemical Reaction Networks
332. ICML 2026Reflective Hamiltonian Monte Carlo: Mixing Analysis and Application to Sampling on Stiefel Manifold
333. ICML 2026Relative Entropy Estimation in Function Space: Theory and Applications to Trajectory Inference
334. ICML 2026Required Spine Optional Limbs: Heterogeneous Federated Learning via Backbone-sharing and Activation-guided Selection
335. ICML 2026Residual-Guided Multi-Resolution Refinement of Foundation Models: A Case Study in Drought Forecasting
336. ICML 2026Rethink the Role of Neural Decoders in Quantum Error Correction
337. ICML 2026Rethinking Code Complexity Through the Lens of Large Language Models
338. ICML 2026Rethinking Time-Series Imputation as Conditional Inference along Temporal Evolution
339. ICML 2026Retro-Expert: Collaborative Reasoning for Interpretable Retrosynthesis
340. ICML 2026RetrOrchestrator: A Multi-Step Retrosynthesis Agent Dynamically Orchestrating Single-Step Transition Models
341. ICML 2026Revealing Scaling Paradox in Large-scale Time Series Models: Implications for More Efficient and Accurate Forecasting
342. ICML 2026ReViT: Rotational-equivariant Vision Transformers for Neural PDE Solvers
343. ICML 2026Reward and Guidance through Rubrics: Promoting Exploration to Improve Multi-Domain Reasoning
344. ICML 2026Rex: A Family of Reversible Exponential (Stochastic) Runge-Kutta Solvers
345. ICML 2026RiboSphere: Learning Unified and Efficient Representations of RNA Structures
346. ICML 2026Riemannian Networks over Full-Rank Correlation Matrices
347. ICML 2026S$^3$GNN: Efficient Global Mixing and Local Message Passing for Long-Range Graph Learning
348. ICML 2026SAD-Flower: Flow Matching for Safe, Admissible, and Dynamically Consistent Planning
349. ICML 2026Safe and Scalable Web Agent Learning via Recreated Websites
350. ICML 2026Scalable Bayesian Inference for Nonlinear Conservation Laws

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.