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 8 of 23

351. ICLR 2025SoftMatcha: A Soft and Fast Pattern Matcher for Billion-Scale Corpus Searches
352. ICLR 2025Solving Differential Equations with Constrained Learning
353. ICLR 2025Spectral-Refiner: Accurate Fine-Tuning of Spatiotemporal Fourier Neural Operator for Turbulent Flows
354. ICLR 2025STAMP: Scalable Task- And Model-agnostic Collaborative Perception
355. ICLR 2025Statistical Advantages of Perturbing Cosine Router in Mixture of Experts
356. ICLR 2025Steering Protein Family Design through Profile Bayesian Flow
357. ICLR 2025Stiefel Flow Matching for Moment-Constrained Structure Elucidation
358. ICLR 2025Structure Language Models for Protein Conformation Generation
359. ICLR 2025SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
360. ICLR 2025SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups
361. ICLR 2025Synergy and Diversity in CLIP: Enhancing Performance Through Adaptive Backbone Ensembling
362. ICLR 2025SynFlowNet: Design of Diverse and Novel Molecules with Synthesis Constraints
363. ICLR 2025SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems
364. ICLR 2025TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks
365. ICLR 2025Temporal Flexibility in Spiking Neural Networks: Towards Generalization Across Time Steps and Deployment Friendliness
366. ICLR 2025TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data
367. ICLR 2025Text2PDE: Latent Diffusion Models for Accessible Physics Simulation
368. ICLR 2025The impact of allocation strategies in subset learning on the expressive power of neural networks
369. ICLR 2025The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling
370. ICLR 2025Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians
371. ICLR 2025Transition Path Sampling with Improved Off-Policy Training of Diffusion Path Samplers
372. ICLR 2025TRENDy: Temporal Regression of Effective Nonlinear Dynamics
373. ICLR 2025TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation
374. ICLR 2025Underdamped Diffusion Bridges with Applications to Sampling
375. ICLR 2025Understanding Virtual Nodes: Oversquashing and Node Heterogeneity
376. ICLR 2025UniMatch: Universal Matching from Atom to Task for Few-Shot Drug Discovery
377. ICLR 2025Unlocking Guidance for Discrete State-Space Diffusion and Flow Models
378. ICLR 2025VAE-Var: Variational Autoencoder-Enhanced Variational Methods for Data Assimilation in Meteorology
379. ICLR 2025Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like Architectures
380. ICLR 2025Wavelet Diffusion Neural Operator
381. ICLR 2025WeatherGFM: Learning a Weather Generalist Foundation Model via In-context Learning
382. ICLR 2025Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation
383. ICLR 2025What Do You See in Common? Learning Hierarchical Prototypes over Tree-of-Life to Discover Evolutionary Traits
384. ICLR 2025Zero-shot forecasting of chaotic systems
385. ICML 2025A Generalizable Physics-Enhanced State Space Model for Long-Term Dynamics Forecasting in Complex Environments
386. ICML 2025A Machine Learning Approach to Duality in Statistical Physics
387. ICML 2025A New Concentration Inequality for Sampling Without Replacement and Its Application for Transductive Learning
388. ICML 2025A Non-isotropic Time Series Diffusion Model with Moving Average Transitions
389. ICML 2025A Novel Characterization of the Population Area Under the Risk Coverage Curve (AURC) and Rates of Finite Sample Estimators
390. ICML 2025A Physics-Augmented Deep Learning Framework for Classifying Single Molecule Force Spectroscopy Data
391. ICML 2025ABNet: Adaptive explicit-Barrier Net for Safe and Scalable Robot Learning
392. ICML 2025Action-Minimization Meets Generative Modeling: Efficient Transition Path Sampling with the Onsager-Machlup Functional
393. ICML 2025Active Learning with Selective Time-Step Acquisition for PDEs
394. ICML 2025Adaptive Flow Matching for Resolving Small-Scale Physics
395. ICML 2025Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection
396. ICML 2025Advancing Constrained Monotonic Neural Networks: Achieving Universal Approximation Beyond Bounded Activations
397. ICML 2025Alberta Wells Dataset: Pinpointing Oil and Gas Wells from Satellite Imagery
398. ICML 2025All-atom Diffusion Transformers: Unified generative modelling of molecules and materials
399. ICML 2025An All-Atom Generative Model for Designing Protein Complexes
400. ICML 2025An in depth look at the Procrustes-Wasserstein distance: properties and barycenters

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.