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 15 of 67

701. ICML 2026Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
702. ICML 2026Learning-Guided Integration Contours Construction for Fast Large-Scale Generalized Eigensolvers
703. ICML 2026Learning, Solving and Optimizing PDEs with TensorGalerkin: an efficient high-performance Galerkin assembly algorithm
704. ICML 2026Less Token, More Signal: MoE Expert Pruning via Critical Token Selection
705. ICML 2026Leveraging Gauge Freedom for Learning Non-Gradient Population Dynamics of Stochastic Systems
706. ICML 2026Light Up Your Face: A Physically Consistent Dataset and Diffusion Model for Face Fill-Light Enhancement
707. ICML 2026Linear Bandits beyond Inner Product Spaces, the case of Bandit Optimal Transport
708. ICML 2026Linguistic Properties and Model Scale in Brain Encoding: From Small to Compressed Language Models
709. ICML 2026LipoPU: Pocket-level Prediction of Lipid-Protein Interactions via Positive-Unlabeled Learning
710. ICML 2026LithoDreamer: A Physics-Informed World Model for Multi-Stage Computational Lithography
711. ICML 2026Localized, High-resolution Geographic Representations with Slepian Functions
712. ICML 2026LoPhyDA: Low-Rank Tensor and Physics Gradient Guided Diffusion for Atmospheric Data Assimilation
713. ICML 2026Machine Learning Hamiltonians are Accurate Energy-Force Predictors
714. ICML 2026MacroGuide: Topological Guidance for Macrocycle Generation
715. ICML 2026MADE: Benchmark Environments for Closed-Loop Materials Discovery
716. ICML 2026MalTree: Tracing Malware Evolution using Embeddings at Scale
717. ICML 2026MarketSim: Simulating Stock Markets with Large-Scale Generative Agents
718. ICML 2026MAST: Motif-Augmented Diffusion with Search Tree for Spectroscopic Molecular Structure Elucidation
719. ICML 2026MCP-Persona: Benchmarking LLM Agents on Real-World Personal Applications via Environment Simulation
720. ICML 2026Measuring Agents in Production
721. ICML 2026MedREK: Retrieval-Based Editing for Medical LLMs with Key-Aware Prompts
722. ICML 2026Mesh Based Simulations with Spatial and Temporal awareness
723. ICML 2026Mesh Field Theory: Port–Hamiltonian Formulation of Mesh-Based Physics
724. ICML 2026MeshTok: Efficient Multi-Scale Tokenization for Scalable PDE Transformers
725. ICML 2026Meta-learning Structure-Preserving Dynamics
726. ICML 2026MetaDNS: Enhancing Exploration in Discrete Neural Samplers via Metadynamics
727. ICML 2026MetaStreet: Semi-Supervised Multimodal Learning for Street-Level Socioeconomic Prediction
728. ICML 2026Metric—Phase Fields: Decoupling Distance and Sign for Thin-Structure Reconstruction from Unoriented Point Clouds
729. ICML 2026Mitigating Gradient Pathology in PINNs through Aligned Constraint
730. ICML 2026MMClima: A Framework for Multimodal Climate Science Data and Evaluation
731. ICML 2026MMPD-Bench: Bridging Multimodal Fission with Multi-Polarimetric Modalities Decomposition
732. ICML 2026Mobility-Embedded POIs: Learning What A Place Is and How It Is Used from Human Movement
733. ICML 2026MOD-SR: Unifying Multimodal Learning and Direct Optimization with Gradient-Guided Diffusion Model for Symbolic Regression
734. ICML 2026MOES-Pred: Molecular Structural Representation Learning by Adaptive Energy-Sentinel Vibration for Generalized Property Prediction
735. ICML 2026MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization
736. ICML 2026Multi-Scale Wavelet Transformers for Operator Learning of Dynamical Systems
737. ICML 2026Multimodal Crystal Flow: Any-to-Any Modality Generation for Unified Crystal Modeling
738. ICML 2026MUSA-PINN: Multi-scale Weak-form Physics-Informed Neural Networks for Fluid Flow in Complex Geometries
739. ICML 2026MutAtlas: A PDB-Wide Energy-Guided Atlas of Protein Mutation Effects
740. ICML 2026MVR-cache: Optimizing Semantic Caching via Multi-Vector Retrieval and Learned Prompt Segmentation
741. ICML 2026N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout
742. ICML 2026Near-Optimal Dynamic Matching via Coarsening with Application to Heart Transplantation
743. ICML 2026Needles in the Haystack: Addressing Signal Dilution Improves scRNA-seq Perturbation Response Modeling and Evaluation
744. ICML 2026Neural Control: Adjoint Learning Through Equilibrium Constraints
745. ICML 2026Neural Minimum Weight Perfect Matching for Quantum Error Codes
746. ICML 2026Neural Modular Physics for Elastic Simulation
747. ICML 2026Neural Quantum States in Mixed Precision
748. ICML 2026Neural-HSS: Hierarchical Semi-Separable Neural PDE Solver
749. ICML 2026Neural–Evolutionary Symbolic Regression with Global Constraints: Constraint-Aware Decoding and Reward Shaping
750. ICML 2026Neuro-Symbolic AI for Analytical Solutions of Differential Equations

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.