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

680 papers, page 13 of 14

601. NeurIPS 2024Proving Theorems Recursively
602. NeurIPS 2024PURE: Prompt Evolution with Graph ODE for Out-of-distribution Fluid Dynamics Modeling
603. NeurIPS 2024Quadratic Quantum Variational Monte Carlo
604. NeurIPS 2024Quantum Deep Equilibrium Models
605. NeurIPS 2024QVAE-Mole: The Quantum VAE with Spherical Latent Variable Learning for 3-D Molecule Generation
606. NeurIPS 2024RandNet-Parareal: a time-parallel PDE solver using Random Neural Networks
607. NeurIPS 2024Random Cycle Coding: Lossless Compression of Cluster Assignments via Bits-Back Coding
608. NeurIPS 2024Reinforcement Learning Policy as Macro Regulator Rather than Macro Placer
609. NeurIPS 2024Reinforcement Learning Under Latent Dynamics: Toward Statistical and Algorithmic Modularity
610. NeurIPS 2024Rethinking Parity Check Enhanced Symmetry-Preserving Ansatz
611. NeurIPS 2024Retrieval-Retro: Retrieval-based Inorganic Retrosynthesis with Expert Knowledge
612. NeurIPS 2024Revisiting K-mer Profile for Effective and Scalable Genome Representation Learning
613. NeurIPS 2024Reward Machines for Deep RL in Noisy and Uncertain Environments
614. NeurIPS 2024Road Network Representation Learning with the Third Law of Geography
615. NeurIPS 2024Robust and Faster Zeroth-Order Minimax Optimization: Complexity and Applications
616. NeurIPS 2024Robust Contrastive Multi-view Clustering against Dual Noisy Correspondence
617. NeurIPS 2024Robust Neural Contextual Bandit against Adversarial Corruptions
618. NeurIPS 2024RoleAgent: Building, Interacting, and Benchmarking High-quality Role-Playing Agents from Scripts
619. NeurIPS 2024RoPINN: Region Optimized Physics-Informed Neural Networks
620. NeurIPS 2024Sample Complexity of Algorithm Selection Using Neural Networks and Its Applications to Branch-and-Cut
621. NeurIPS 2024SAND: Smooth imputation of sparse and noisy functional data with Transformer networks
622. NeurIPS 2024Satformer: Accurate and Robust Traffic Data Estimation for Satellite Networks
623. NeurIPS 2024Scaling transformer neural networks for skillful and reliable medium-range weather forecasting
624. NeurIPS 2024Score-based generative models are provably robust: an uncertainty quantification perspective
625. NeurIPS 2024SEA: State-Exchange Attention for High-Fidelity Physics Based Transformers
626. NeurIPS 2024Semantic Routing via Autoregressive Modeling
627. NeurIPS 2024SfPUEL: Shape from Polarization under Unknown Environment Light
628. NeurIPS 2024Shape analysis for time series
629. NeurIPS 2024Simplifying Constraint Inference with Inverse Reinforcement Learning
630. NeurIPS 2024SocraticLM: Exploring Socratic Personalized Teaching with Large Language Models
631. NeurIPS 2024SolarCube: An Integrative Benchmark Dataset Harnessing Satellite and In-situ Observations for Large-scale Solar Energy Forecasting
632. NeurIPS 2024Space-Time Continuous PDE Forecasting using Equivariant Neural Fields
633. NeurIPS 2024SparseLLM: Towards Global Pruning of Pre-trained Language Models
634. NeurIPS 2024SS1: Accelerating Inference with Fast and Expressive Sketch Structured Transform
635. NeurIPS 2024StepbaQ: Stepping backward as Correction for Quantized Diffusion Models
636. NeurIPS 2024Stochastic Taylor Derivative Estimator: Efficient amortization for arbitrary differential operators
637. NeurIPS 2024Structural Inference of Dynamical Systems with Conjoined State Space Models
638. NeurIPS 2024Superposed Decoding: Multiple Generations from a Single Autoregressive Inference Pass
639. NeurIPS 2024Symbolic Regression with a Learned Concept Library
640. NeurIPS 2024Symmetry-Informed Governing Equation Discovery
641. NeurIPS 2024Synthetic Programming Elicitation for Text-to-Code in Very Low-Resource Programming and Formal Languages
642. NeurIPS 2024TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models
643. NeurIPS 2024Task-Agnostic Machine-Learning-Assisted Inference
644. NeurIPS 2024Temporal Sentence Grounding with Relevance Feedback in Videos
645. NeurIPS 2024Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth
646. NeurIPS 2024The Challenges of the Nonlinear Regime for Physics-Informed Neural Networks
647. NeurIPS 2024The Importance of Being Scalable: Improving the Speed and Accuracy of Neural Network Interatomic Potentials Across Chemical Domains
648. NeurIPS 2024The Intelligible and Effective Graph Neural Additive Network
649. NeurIPS 2024The Multimodal Universe: Enabling Large-Scale Machine Learning with 100 TB of Astronomical Scientific Data
650. NeurIPS 2024The Selective $G$-Bispectrum and its Inversion: Applications to $G$-Invariant Networks

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.