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

975 papers, page 8 of 20

351. ICML 2026Scaling Laws of Global Weather Models
352. ICML 2026Scaling the Prior: Size-Consistent Geometric Diffusion for 3D Molecular Generation
353. ICML 2026SceneSmith: Agentic Generation of Simulation-Ready Indoor Scenes
354. ICML 2026Scientific logicality enriched methodology for LLM reasoning: A practice in physics
355. ICML 2026SciPredict: Can LLMs Predict the Outcomes of Scientific Experiments in Natural Sciences?
356. ICML 2026SeisMark: A Large-Scale Open Benchmark for Robust 3D Seismic Fault Detection
357. ICML 2026SEMA: a Scalable and Efficient Mamba like Attention via Token Localization and Averaging
358. ICML 2026Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations
359. ICML 2026SENDAI: A Hierarchical Sparse-measurement, EfficieNt Data AssImilation Framework
360. ICML 2026Simple Algorithms for Bad Triangle Transversals with Applications to Correlation Clustering
361. ICML 2026Simple yet Effective: Low-Rank Spatial Attention for Neural Operators
362. ICML 2026SimulCost: A Cost-Aware Benchmark and Toolkit for Automating Physics Simulations with LLMs
363. ICML 2026SMART: Scalable Mesh‑free Aerodynamic Simulations from Raw Geometries using a Transformer‑based Surrogate Model
364. ICML 2026Smooth Dynamic Cutoffs for Machine Learning Interatomic Potentials
365. ICML 2026Smoothness Errors in Dynamics Models and How to Avoid Them
366. ICML 2026SmoothSpike: Spiking Transformer with Learnable Hadamard Transformation
367. ICML 2026SoftMatcha 2: A Fast and Soft Pattern Matcher for Trillion-Scale Corpora
368. ICML 2026Spatial Priors via Space Filling Curves for Small and Limited Data Vision Transformers
369. ICML 2026Spectral-Informed Neural Networks Outperform Spectral methods in High-dimensional PDEs
370. ICML 2026Speculative Sampling For Faster Molecular Dynamics
371. ICML 2026SpikingLM: Towards Fully Spiking Language Model
372. ICML 2026STABLE: Simulation-Ready Tabletop Layout Generation via a Semantics–Physics Dual System
373. ICML 2026StarEmbed: Benchmarking Time Series Foundation Models on Astronomical Observations of Variable Stars
374. ICML 2026STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
375. ICML 2026Stochastic Lifting for Generating Trajectories of Stochastic Physical Systems
376. ICML 2026StormInsight: Hierarchical Environmental Forcing and Vertical Coupling for Weather System Evolution
377. ICML 2026STRIDE: Post-Training LLMs to Reason and Refine Bio-Sequences via Edit Trajectories
378. ICML 2026Structure Abstraction and Generalization in a Hippocampal-Entorhinal Inspired World Model
379. ICML 2026Structure-Aware Riemannian Flow Matching for Registration and Fusion of Hyperspectral and Multispectral Images
380. ICML 2026Structure-Preserving Learning Improves Geometry Generalization in Neural PDEs
381. ICML 2026Supervised Guidance Training for Infinite-Dimensional Diffusion Models
382. ICML 2026Support-Proximity Augmented Diffusion Estimation for Offline Black-Box Optimization
383. ICML 2026SynLaD: Latent Diffusion for Generating Synthesizable Molecules Conditioned on 3D Pharmacophore Profiles
384. ICML 2026Taming the Loss Landscape of PINNs with Noisy Feynman–Kac Supervision: Operator Preconditioning and Non-Asymptotic Error Bounds
385. ICML 2026Target-Aware Bandit Allocation for Scalable Surrogate Optimization in Chemical Space
386. ICML 2026Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning
387. ICML 2026Teaching Molecular Dynamics to a Non-Autoregressive Ionic Transport Predictor
388. ICML 2026TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis
389. ICML 2026Tensor Train Diffusion: Leveraging Low-Rank Structures for High-Dimensional Score-Based Sampling
390. ICML 2026Terminal Dimension Reduction for Time Series with Applications
391. ICML 2026TerraBind: Fast and Accurate Binding Affinity Prediction through Coarse Structural Representations
392. ICML 2026Test-time Generalization for Physics through Neural Operator Splitting
393. ICML 2026TF-FACE: Time-Frequency Fusion Learning via Frequency-Domain Adaptive and Controllable Enhancement for Trajectory Prediction
394. ICML 2026The Hippocampal Place Field Gradient: A Bio-inspired Framework Building Multiscale Representation for Better Sample Efficiency
395. ICML 2026The Information Geometry of Softmax: Probing and Steering
396. ICML 2026The Perception–Physics Paradox: Probing Scientific Alignment with TC-Bench
397. ICML 2026Theory of Minimal Weight Perturbations in Deep Networks and its Applications for Low-Rank Activated Backdoor Attacks
398. ICML 2026TINNs: Time-Induced Neural Networks for Solving Time-Dependent PDEs
399. ICML 2026Tokenised Flow Matching for Hierarchical Simulation Based Inference
400. ICML 2026Topology-Preserving Neural Operator Learning via Hodge Decomposition

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.