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 12 of 23

551. ICML 2025MultiPDENet: PDE-embedded Learning with Multi-time-stepping for Accelerated Flow Simulation
552. ICML 2025Near-optimal Sketchy Natural Gradients for Physics-Informed Neural Networks
553. ICML 2025NEAR: Neural Electromagnetic Array Response
554. ICML 2025Neural Encoding and Decoding at Scale
555. ICML 2025Neural Graph Matching Improves Retrieval Augmented Generation in Molecular Machine Learning
556. ICML 2025Neural Interpretable PDEs: Harmonizing Fourier Insights with Attention for Scalable and Interpretable Physics Discovery
557. ICML 2025NMA-tune: Generating Highly Designable and Dynamics Aware Protein Backbones
558. ICML 2025Non-asymptotic Error Bounds in $\mathcal{W}_2$-Distance with Sqrt(d) Dimension Dependence and First Order Convergence for Langevin Monte Carlo beyond Log-Concavity
559. ICML 2025Not all solutions are created equal: An analytical dissociation of functional and representational similarity in deep linear neural networks
560. ICML 2025Offline Model-based Optimization for Real-World Molecular Discovery
561. ICML 2025OmniArch: Building Foundation Model for Scientific Computing
562. ICML 2025On Temperature Scaling and Conformal Prediction of Deep Classifiers
563. ICML 2025On Zero-Initialized Attention: Optimal Prompt and Gating Factor Estimation
564. ICML 2025OneForecast: A Universal Framework for Global and Regional Weather Forecasting
565. ICML 2025Open Materials Generation with Stochastic Interpolants
566. ICML 2025Optimal Auction Design in the Joint Advertising
567. ICML 2025Optimizing Robustness and Accuracy in Mixture of Experts: A Dual-Model Approach
568. ICML 2025Optimizing Social Network Interventions via Hypergradient-Based Recommender System Design
569. ICML 2025Otter: Generating Tests from Issues to Validate SWE Patches
570. ICML 2025PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs
571. ICML 2025PDE-Transformer: Efficient and Versatile Transformers for Physics Simulations
572. ICML 2025PEINR: A Physics-enhanced Implicit Neural Representation for High-Fidelity Flow Field Reconstruction
573. ICML 2025Perceptually Constrained Precipitation Nowcasting Model
574. ICML 2025Permutation Equivariant Neural Networks for Symmetric Tensors
575. ICML 2025Permutation-based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data
576. ICML 2025Persistent Topological Features in Large Language Models
577. ICML 2025Physics Aware Neural Networks for Unsupervised Binding Energy Prediction
578. ICML 2025Physics-Informed DeepONets for drift-diffusion on metric graphs: simulation and parameter identification
579. ICML 2025Physics-Informed Generative Modeling of Wireless Channels
580. ICML 2025Physics-informed Temporal Alignment for Auto-regressive PDE Foundation Models
581. ICML 2025Physics-Informed Weakly Supervised Learning For Interatomic Potentials
582. ICML 2025Piloting Structure-Based Drug Design via Modality-Specific Optimal Schedule
583. ICML 2025PINNsAgent: Automated PDE Surrogation with Large Language Models
584. ICML 2025Poly2Vec: Polymorphic Fourier-Based Encoding of Geospatial Objects for GeoAI Applications
585. ICML 2025PolyConf: Unlocking Polymer Conformation Generation through Hierarchical Generative Models
586. ICML 2025Position: AI Scaling: From Up to Down and Out
587. ICML 2025Position: Rethinking LLM Bias Probing Using Lessons from the Social Sciences
588. ICML 2025Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking)
589. ICML 2025PPDiff: Diffusing in Hybrid Sequence-Structure Space for Protein-Protein Complex Design
590. ICML 2025Pretraining Generative Flow Networks with Inexpensive Rewards for Molecular Graph Generation
591. ICML 2025Propagation of Chaos for Mean-Field Langevin Dynamics and its Application to Model Ensemble
592. ICML 2025Protein Structure Tokenization: Benchmarking and New Recipe
593. ICML 2025PyTDC: A multimodal machine learning training, evaluation, and inference platform for biomedical foundation models
594. ICML 2025QEM-Bench: Benchmarking Learning-based Quantum Error Mitigation and QEMFormer as a Multi-ranged Context Learning Baseline
595. ICML 2025Quadruple Attention in Many-body Systems for Accurate Molecular Property Predictions
596. ICML 2025QuanONet: Quantum Neural Operator with Application to Differential Equation
597. ICML 2025Reducing Tool Hallucination via Reliability Alignment
598. ICML 2025Refined generalization analysis of the Deep Ritz Method and Physics-Informed Neural Networks
599. ICML 2025Reinforced Learning Explicit Circuit Representations for Quantum State Characterization from Local Measurements
600. ICML 2025Reinforcement Learning for Quantum Control under Physical Constraints

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.