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

895 papers, page 8 of 18

351. ICLR 2026Transformers Trained via Gradient Descent Can Provably Learn a Class of Teacher Models
352. ICLR 2026Tree-sliced Sobolev IPM
353. ICLR 2026Triangle Multiplication is All You Need for Biomolecular Structure Representations
354. ICLR 2026Tucker-FNO: Tensor Tucker-Fourier Neural Operator and its Universal Approximation Theory
355. ICLR 2026TumorChain: Interleaved Multimodal Chain-of-Thought Reasoning for Traceable Clinical Tumor Analysis
356. ICLR 2026TusoAI: Agentic Optimization for Scientific Methods
357. ICLR 2026TVTSyn: Content-Synchronous Time-Varying Timbre for Streaming Voice Conversion and Anonymization
358. ICLR 2026Two failure modes of deep transformers and how to avoid them: a unified theory of signal propagation at initialisation
359. ICLR 2026Uncertainty-Aware Diagnostics for Physics-Informed Machine Learning
360. ICLR 2026Understanding and Relaxing the Limitations of Transformers for Linear Algebra
361. ICLR 2026Unified Biomolecular Trajectory Generation via Pretrained Variational Bridge
362. ICLR 2026Unified Brain Surface and Volume Registration
363. ICLR 2026Unleashing LLMs in Bayesian Optimization: Preference-Guided Framework for Scientific Discovery
364. ICLR 2026Unleashing Scientific Reasoning for Bio-experimental Protocol Generation via Structured Component-based Reward Mechanism
365. ICLR 2026Unveiling the Mechanism of Continuous Representation Full-Waveform Inversion: A Wave Based Neural Tangent Kernel Framework
366. ICLR 2026UrbanGraph: Physics-Informed Spatio-Temporal Dynamic Heterogeneous Graphs for Urban Microclimate Prediction
367. ICLR 2026UrbanGS: Efficient and Scalable Architecture for Geometrically Accurate Large-Scene Reconstruction
368. ICLR 2026VCWorld: A Biological World Model for Virtual Cell Simulation
369. ICLR 2026VisionLaw: Inferring Interpretable Intrinsic Dynamics from Visual Observations via Bilevel Optimization
370. ICLR 2026VitaBench: Benchmarking LLM Agents with Versatile Interactive Tasks in Real-world Applications
371. ICLR 2026VoMP: Predicting Volumetric Mechanical Property Fields
372. ICLR 2026WFR-FM: Simulation-Free Dynamic Unbalanced Optimal Transport
373. ICLR 2026Zephyrus: An Agentic Framework for Weather Science
374. ICLR 20253DMolFormer: A Dual-channel Framework for Structure-based Drug Discovery
375. ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
376. ICLR 2025A Periodic Bayesian Flow for Material Generation
377. ICLR 2025A Riemannian Framework for Learning Reduced-order Lagrangian Dynamics
378. ICLR 2025A Second-Order Perspective on Model Compositionality and Incremental Learning
379. ICLR 2025A Simple yet Effective $\Delta\Delta G$ Predictor is An Unsupervised Antibody Optimizer and Explainer
380. ICLR 2025A Unified Framework for Forward and Inverse Problems in Subsurface Imaging using Latent Space Translations
381. ICLR 2025Accelerating 3D Molecule Generation via Jointly Geometric Optimal Transport
382. ICLR 2025Accelerating Goal-Conditioned Reinforcement Learning Algorithms and Research
383. ICLR 2025Accelerating Neural ODEs: A Variational Formulation-based Approach
384. ICLR 2025Accurate and Scalable Graph Neural Networks via Message Invariance
385. ICLR 2025Active Learning for Neural PDE Solvers
386. ICLR 2025AdaManip: Adaptive Articulated Object Manipulation Environments and Policy Learning
387. ICLR 2025Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems
388. ICLR 2025ANaGRAM: A Natural Gradient Relative to Adapted Model for efficient PINNs learning
389. ICLR 2025AnalogGenie: A Generative Engine for Automatic Discovery of Analog Circuit Topologies
390. ICLR 2025AstroCompress: A benchmark dataset for multi-purpose compression of astronomical data
391. ICLR 2025Atomas: Hierarchical Adaptive Alignment on Molecule-Text for Unified Molecule Understanding and Generation
392. ICLR 2025AtomSurf: Surface Representation for Learning on Protein Structures
393. ICLR 2025AutoG: Towards automatic graph construction from tabular data
394. ICLR 2025BaB-ND: Long-Horizon Motion Planning with Branch-and-Bound and Neural Dynamics
395. ICLR 2025Bandit Learning in Matching Markets with Indifference
396. ICLR 2025Bayesian Optimization of Antibodies Informed by a Generative Model of Evolving Sequences
397. ICLR 2025Benchmarking Predictive Coding Networks -- Made Simple
398. ICLR 2025Beyond Canonicalization: How Tensorial Messages Improve Equivariant Message Passing
399. ICLR 2025Beyond Circuit Connections: A Non-Message Passing Graph Transformer Approach for Quantum Error Mitigation
400. ICLR 2025Beyond Sequence: Impact of Geometric Context for RNA Property Prediction

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.