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

3,316 papers, page 14 of 67

651. ICML 2026Geometric Embedding Alignment via Curvature Matching in Transfer Learning
652. ICML 2026Geometry-Aware Neural Optimizer for Shape Optimization and Inversion
653. ICML 2026GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training
654. ICML 2026GFFMERGE: Efficient Merging of Graph Neural Force Fields and Beyond
655. ICML 2026Global Credit Assignment via Dynamical Criticality
656. ICML 2026Global Plane Waves from Local Gaussians: Periodic Charge Densities in a Blink
657. ICML 2026Graph Rewiring based on Flow Alignment for Improving Fluid Simulation
658. ICML 2026Grounded in Reality: Learning and Deploying Proactive LLM from Offline Logs
659. ICML 2026Heavy-tailed Physics-Informed Neural Networks
660. ICML 2026Hermite-NGP: Gradient-Augmented Hash Encoding for Learning PDEs
661. ICML 2026History-Bootstrapped Flow Matching for Inverse Boiling Reconstruction
662. ICML 2026How (Not) to Hybridize Neural and Mechanistic Models for Epidemiological Forecasting
663. ICML 2026How do Humans Process AI-generated Hallucination Contents: a Neuroimaging Study
664. ICML 2026HVR-Met: A Hypothesis-Verification-Replanning Agentic System for Extreme Weather Diagnosis
665. ICML 2026HybridOM: Hybrid Physics-Based and Data-Driven Global Ocean Modeling with Efficient Regional Downscaling
666. ICML 2026Hyperbolic Neural Operator
667. ICML 2026Hyperbolic neural population geometry benefits computation
668. ICML 2026Identifiable Smooth Conjugacy Learning via Adversarial Orthogonality
669. ICML 2026Identifying and Correcting Label Noise for Robust GNNs via Influence Contradiction
670. ICML 2026Imposing Boundary Conditions on Neural Operators via Learned Function Extensions
671. ICML 2026Improved Analysis of the Accelerated Noisy Power Method with Applications to Decentralized PCA
672. ICML 2026Improving ML Attacks on LWE with Data Repetition and Stepwise Regression
673. ICML 2026Improving the Performance and Learning Stability of Parallelizable RNNs Designed for Ultra-Low Power Applications
674. ICML 2026Inference-time optimization for experiment-grounded protein ensemble generation
675. ICML 2026InfoGlobe: Local-and-Global Information-Preserving Statistical Manifold Learning for Single-Cell Transcriptomics
676. ICML 2026Interpretability and Generalization Bounds for Learning Spatial Physics
677. ICML 2026Interpretable Functional Koopman Learning with Non-Markovian Closure for Spatiotemporal Systems
678. ICML 2026Interpretable Neural ODEs for Gene Regulatory Network Discovery under Perturbations
679. ICML 2026Interpreting Physics in Video World Models
680. ICML 2026JanusPipe: Efficient Pipeline Parallel Training for Machine Learning Interatomic Potentials
681. ICML 2026Joint Model and Data Sparsification via the Marginal Likelihood
682. ICML 2026LabBuilder: Protocol-Grounded 3D Layout Generation for Interactable and Safe Laboratory
683. ICML 2026LABO: LLM-Accelerated Bayesian Optimization through Broad Exploration and Selective Experimentation
684. ICML 2026LangPrecip: Language-Aware Multimodal Precipitation Nowcasting
685. ICML 2026Large-Scale Molecular Dynamics Simulations: Direct Interatomic Modeling with Dilated Message Passing
686. ICML 2026Large-Scale Notification Dispatch with Bundle Treatments and Multi-Outcome Uplift Optimization
687. ICML 2026Latent Diffusion Pretraining for Crystal Property Prediction
688. ICML 2026LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning
689. ICML 2026LDARNet: DNA Adaptive Representation Network with Learnable Tokenization for Genomic Modeling
690. ICML 2026LeakGFN: Robust Molecular Generation in Generative Flow Networks via Flow Decomposition
691. ICML 2026Learning Cardiac Latent Representations in Vectorcardiogram Space
692. ICML 2026Learning Compressed Shape-Aware Molecular Representations for Virtual Screening
693. ICML 2026Learning Dynamic Stability Landscapes in Synchronization Networks
694. ICML 2026Learning Hamiltonian Dynamics at Scale: A Differential-Geometric Approach
695. ICML 2026Learning Hamiltonian Flow Maps: Mean Flow Consistency for Large-Timestep Molecular Dynamics
696. ICML 2026Learning Permutation-invariant Macroscopic Dynamics
697. ICML 2026Learning the ESG Geometry with Domain Aware Language Models
698. ICML 2026Learning the Interaction Prior for Protein-Protein Interaction Prediction: A Model-Agnostic Approach
699. ICML 2026Learning to Emulate Chaos: Adversarial Optimal Transport Regularization
700. ICML 2026Learning to Refine: Spectral-Decoupled Iterative Refinement Framework for Precipitation Nowcasting

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.