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

1,217 papers, page 12 of 25

551. ICML 2026Contrastive Diffusion Alignment: Learning Structured Latents for Controllable Generation
552. ICML 2026Contrastive Geometric Learning Unlocks Unified Structure- and Ligand-Based Drug Design
553. ICML 2026Controllable Molecule Generation via Sparse Representation Editing: An Interpretability-Driven Perspective
554. ICML 2026Convergence of Two-Timescale Markovian Stochastic Approximations with Applications in Reinforcement Learning
555. ICML 2026Convex Basins in Single-Index Model Loss Landscapes: Applications to Robust Recovery under Strong Adversarial Corruption
556. ICML 2026Coupled Cluster con MoLe: Molecular Orbital Learning for Neural Wavefunctions
557. ICML 2026Credible Information Subset Decomposition: An End-to-End Multi-fidelity Learning Model by Modeling Label Information
558. ICML 2026Credit Assignment via Neural Manifold Noise Correlation
559. ICML 2026Cross-Chirality Generalization by Axial Vectors for Hetero-Chiral Protein-Peptide Interaction Design
560. ICML 2026DAISI: Data Assimilation with Inverse Sampling using Stochastic Interpolants
561. ICML 2026DecAEvolve: Decompose, Adapt, and Evolve for Effective LLM-based Scientific Equation Discovery
562. ICML 2026DecoderTCR: Compositional Pretraining and Entropy-Guided Decoding for TCR-pMHC Interactions
563. ICML 2026Decoupling Universal Laws and Environmental Heterogeneity: A Physics-Inspired Framework for Robust Spatio-Temporal Forecasting
564. ICML 2026DecoVer: A Decompose-and-Verify Neuro-Symbolic Framework for Embodied Task Planning with BC+
565. ICML 2026Deep Coupling Learning for Solving PDEs
566. ICML 2026Deep networks learn to parse uniform-depth context-free languages from local statistics
567. ICML 2026Deep Scientific Reasoning under Physical Constraints: Structure-Aware Spectrum Prediction
568. ICML 2026Deliberate Evolution: Agentic Reasoning for Sample-Efficient Symbolic Regression with LLMs
569. ICML 2026Demystifying Multimodal Biomolecular Co-design With Intrinsic Geodesic Coupling
570. ICML 2026Demystifying When Pruning Works via Representation Hierarchies
571. ICML 2026Derivative Informed Learning of Exchange-Correlation Functionals
572. ICML 2026Di-BiLPS: Denoising induced Bidirectional Latent-PDE-Solver under Sparse Observations
573. ICML 2026Discontinuous Galerkin Neural Operator for Pathology Defocus Deblurring
574. ICML 2026Discovering Ordinary Differential Equations with LLM-Based Qualitative and Quantitative Evaluation
575. ICML 2026Discovering Scaling Exponents with Physics-Informed Müntz-Szász Networks
576. ICML 2026Discrete Diffusion Samplers and Bridges: Off-Policy Algorithms and Applications in Latent Spaces
577. ICML 2026Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs
578. ICML 2026Dissecting Post-Training: Uncovering the Complementary Roles of SFT and RL for Document Parsing
579. ICML 2026DISSOLVR: An Interpretable and Fast Framework for Aqueous and Organic Solubility Prediction
580. ICML 2026DLO-Lab: Benchmarking Deformable Linear Object Manipulations with Differentiable Physics
581. ICML 2026DNACHUNKER: Learnable Tokenization for DNA Language Models
582. ICML 2026dnaHNet: A Scalable and Hierarchical Foundation Model for Genomic Sequence Learning
583. ICML 2026Do Neural Operators Forget Geometry? The Forgetting Hypothesis in Deep Operator Learning
584. ICML 2026DOCKSMITH: Scaling Reliable Coding Environments via an Agentic Docker Builder
585. ICML 2026Does AI Reviewer See the Full Picture? Attacking and Defending Multimodal Peer Review
586. ICML 2026Drop-in Circulant Structural Priors for Transformer Decoding of Cyclic Codes
587. ICML 2026DualTimesField: Rethinking Time Series as Continuous-Time Trends and Events
588. ICML 2026DuRP: Dual-Stage Physics-Embedded Learning for Joint Radiance and Polarization Restoration
589. ICML 2026Dynamic Regret via Discounted-to-Dynamic Reduction with Applications to Curved Losses and Adam Optimizer
590. ICML 2026Dynamic Relational Priming Improves Transformer in Multivariate Time Series
591. ICML 2026Dynamics and Representation Structure of Local Approximations to Gradient-Based Learning in Linear Recurrent Neural Networks
592. ICML 2026ECG-R1: Protocol-Guided and Modality-Agnostic MLLM for Reliable ECG Interpretation
593. ICML 2026Effects of Structural Reward Shaping on Biophysical Properties in RL-Trained Plasmid Generators
594. ICML 2026EffGen: Enabling Small Language Models as Capable Autonomous Agents
595. ICML 2026Efficient Adaptive Testing via Gradient Path Matching Subset Selection for AI Education
596. ICML 2026Efficient and Safe Molecular Assembly via Reinforcement Learning and Constraint Solving
597. ICML 2026Efficient Equivariant High-Order Crystal Tensor Prediction via Cartesian Local-Environment Many-Body Coupling
598. ICML 2026Efficient Prediction of SO(3)-Equivariant Hamiltonian Matrices via SO(2) Local Frames
599. ICML 2026Efficient Training of Boltzmann Generators Using Off-Policy Log-Dispersion Regularization
600. ICML 2026Elign: Equivariant Diffusion Model Alignment from Foundational Machine Learned Force Fields

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.