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 7 of 23

301. ICLR 2025PIED: Physics-Informed Experimental Design for Inverse Problems
302. ICLR 2025PIG: Physics-Informed Gaussians as Adaptive Parametric Mesh Representations
303. ICLR 2025PINP: Physics-Informed Neural Predictor with latent estimation of fluid flows
304. ICLR 2025PIORF: Physics-Informed Ollivier-Ricci Flow for Long–Range Interactions in Mesh Graph Neural Networks
305. ICLR 2025PostCast: Generalizable Postprocessing for Precipitation Nowcasting via Unsupervised Blurriness Modeling
306. ICLR 2025PRDP: Progressively Refined Differentiable Physics
307. ICLR 2025Predicting the Energy Landscape of Stochastic Dynamical System via Physics-informed Self-supervised Learning
308. ICLR 2025Probabilistic Geometric Principal Component Analysis with application to neural data
309. ICLR 2025ProtComposer: Compositional Protein Structure Generation with 3D Ellipsoids
310. ICLR 2025Protein Language Model Fitness is a Matter of Preference
311. ICLR 2025Proteina: Scaling Flow-based Protein Structure Generative Models
312. ICLR 2025ProteinBench: A Holistic Evaluation of Protein Foundation Models
313. ICLR 2025ProtPainter: Draw or Drag Protein via Topology-guided Diffusion
314. ICLR 2025Pushing the Limits of All-Atom Geometric Graph Neural Networks: Pre-Training, Scaling, and Zero-Shot Transfer
315. ICLR 2025QP-SNN: Quantized and Pruned Spiking Neural Networks
316. ICLR 2025QuaDiM: A Conditional Diffusion Model For Quantum State Property Estimation
317. ICLR 2025Quantitative Approximation for Neural Operators in Nonlinear Parabolic Equations
318. ICLR 2025Quantum (Inspired) $D^2$-sampling with Applications
319. ICLR 2025Range, not Independence, Drives Modularity in Biologically Inspired Representations
320. ICLR 2025Rationalizing and Augmenting Dynamic Graph Neural Networks
321. ICLR 2025Real-time design of architectural structures with differentiable mechanics and neural networks
322. ICLR 2025Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval
323. ICLR 2025REBIND: Enhancing Ground-state Molecular Conformation Prediction via Force-Based Graph Rewiring
324. ICLR 2025Regulatory DNA Sequence Design with Reinforcement Learning
325. ICLR 2025Reinforcement Learning for Control of Non-Markovian Cellular Population Dynamics
326. ICLR 2025RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
327. ICLR 2025ReNovo: Retrieval-Based \emph{De Novo} Mass Spectrometry Peptide Sequencing
328. ICLR 2025RESuM: A Rare Event Surrogate Model for Physics Detector Design
329. ICLR 2025Rethinking and Improving Autoformalization: Towards a Faithful Metric and a Dependency Retrieval-based Approach
330. ICLR 2025Rethinking the role of frames for SE(3)-invariant crystal structure modeling
331. ICLR 2025Retrieval Augmented Diffusion Model for Structure-informed Antibody Design and Optimization
332. ICLR 2025RetroInText: A Multimodal Large Language Model Enhanced Framework for Retrosynthetic Planning via In-Context Representation Learning
333. ICLR 2025Revealing the 3D Cosmic Web through Gravitationally Constrained Neural Fields
334. ICLR 2025Revolutionizing EMCCD Denoising through a Novel Physics-Based Learning Framework for Noise Modeling
335. ICLR 2025Robust Weight Initialization for Tanh Neural Networks with Fixed Point Analysis
336. ICLR 2025SAGEPhos: Sage Bio-Coupled and Augmented Fusion for Phosphorylation Site Detection
337. ICLR 2025Scalable and Certifiable Graph Unlearning: Overcoming the Approximation Error Barrier
338. ICLR 2025Scalable Discrete Diffusion Samplers: Combinatorial Optimization and Statistical Physics
339. ICLR 2025SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding
340. ICLR 2025Score-based free-form architectures for high-dimensional Fokker-Planck equations
341. ICLR 2025Self-Attention-Based Contextual Modulation Improves Neural System Identification
342. ICLR 2025Self-Supervised Diffusion Models for Electron-Aware Molecular Representation Learning
343. ICLR 2025Semantic Loss Guided Data Efficient Supervised Fine Tuning for Safe Responses in LLMs
344. ICLR 2025Sensitivity-Constrained Fourier Neural Operators for Forward and Inverse Problems in Parametric Differential Equations
345. ICLR 2025ShEPhERD: Diffusing shape, electrostatics, and pharmacophores for bioisosteric drug design
346. ICLR 2025SIMPL: Scalable and hassle-free optimisation of neural representations from behaviour
347. ICLR 2025SINGER: Stochastic Network Graph Evolving Operator for High Dimensional PDEs
348. ICLR 2025Size-Generalizable RNA Structure Evaluation by Exploring Hierarchical Geometries
349. ICLR 2025Small-to-Large Generalization: Training Data Influences Models Consistently Across Scale
350. ICLR 2025SMI-Editor: Edit-based SMILES Language Model with Fragment-level Supervision

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.