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 13 of 25

601. ICML 2026EMFormer: Efficient Multi-Scale Transformer for Accumulative Context Weather Forecasting
602. ICML 2026Enhancing Neural Theorem Proving via High-Quality Proof Selection and Verifier Feedback
603. ICML 2026EnterpriseOps-Gym: Environments and Evaluations for Stateful Agentic Planning and Tool Use in Enterprise Settings
604. ICML 2026EqGINO: Equivariant Geometry-Informed Fourier Neural Operators for 3D PDEs
605. ICML 2026Error-Driven Graph Augmentation for Mesh-Based PDE Surrogates
606. ICML 2026EvoC2F: Compiling Tool Orchestration for Efficient and Evolvable LLM Agents
607. ICML 2026Excited Pfaffians: Generalized Neural Wave Functions Across Structure and State
608. ICML 2026Expanding the Chaos: Neural Operator for Stochastic (Partial) Differential Equations
609. ICML 2026Explicit representation of germline and non-germline residues improves antibody language modeling
610. ICML 2026Factorized Scheduling Principle: Learning Interpretable and Transferable Policies via Structured Additive Functions
611. ICML 2026Fast kernel methods: Sobolev, physics-informed, and additive models
612. ICML 2026Fast Reconstruction of Mixtures of Bernoulli Product Distributions
613. ICML 2026FIDIA: Function-Informed Sequence Design via Inference-Aligned Policy Optimization
614. ICML 2026FIRE: Learning to Navigate and Act on Real-World Files via Stateful Reinforcement Learning
615. ICML 2026Flexible Kernels for Protein Property Prediction
616. ICML 2026FlexiFlow: decomposable flow matching for generation of flexible molecular ensemble
617. ICML 2026FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications
618. ICML 2026Flow-Based Density Ratio Estimation for Intractable Distributions with Applications in Genomics
619. ICML 2026Flowers: A Warp Drive for Neural PDE Solvers
620. ICML 2026FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates
621. ICML 2026Focus, Align, and Sustain: Counteracting Gradient Dilution in Incremental Object Detection
622. ICML 2026Fourier Features Let Agents Learn High Precision Policies with Imitation Learning
623. ICML 2026Fractional is Better: Learnable Derivative Orders in Neural Operator Learning
624. ICML 2026Frequency Matching in Spiking Neural Networks for mmWave Sensing
625. ICML 2026FRIGID: Scaling Diffusion-Based Molecular Generation from Mass Spectra at Training and Inference Time
626. ICML 2026From Basis to Basis: Gaussian Particle Representation for Interpretable PDE Operators
627. ICML 2026From Evaluation to Design: Using Potential Energy Surface Smoothness Metrics to Guide ML Interatomic Potential Architectures
628. ICML 2026From Feasible to Practical: Pareto-Optimal Synthesis Planning
629. ICML 2026From geometry to dynamics: Learning overdamped Langevin dynamics from sparse observations with geometric constraints
630. ICML 2026From Holo Pockets to Electron Density: GPT-style Drug Design with Density
631. ICML 2026From Human Labels to Literature: Semi-Supervised Learning of NMR Chemical Shifts at Scale
632. ICML 2026From Muon to Gluon: Bridging Theory and Practice of LMO-based Optimizers for LLMs
633. ICML 2026From Prior to Pro: Efficient Skill Mastery via Distribution Contractive RL Finetuning
634. ICML 2026From Representation to Action: A Unified Laplacian Framework for Spatial Representation and Path Planning
635. ICML 2026Functional Attention: From Pairwise Affinities to Functional Correspondences
636. ICML 2026Functional Decomposition and Shapley Interactions for Interpreting Survival Models
637. ICML 2026Functional Equivalence in Attention: A Comprehensive Study with Applications to Linear Mode Connectivity
638. ICML 2026FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation
639. ICML 2026FUSE: Quantifying Uncertainty in Vision-Language Models by Bayesian Fusing Epistemic and Aleatoric Uncertainty
640. ICML 2026FusionCell: Cross-Attentive Fusion of Layout Geometry and Netlist Topology for Standard-Cell Performance Prediction
641. ICML 2026G-RANS: Generalizable Residual-Aware Neural Solvers for Sparse Systems
642. ICML 2026GenCircuit-RL: Reinforcement Learning from Hierarchical Verification for Genetic Circuit Design
643. ICML 2026GenDA: Generative Data Assimilation on Complex Urban Areas via Classifier-Free Diffusion Guidance
644. ICML 2026GENEB: Why Genomic Models Are Hard to Compare
645. ICML 2026General Quantification of Covariate and Concept Shifts
646. ICML 2026Generalizable and Actionable Parts Pose Estimation with Symmetry Annotation-Free Learning Strategy
647. ICML 2026Generalized Correctness Models: Learning Calibrated and Cross-Model Correctness Predictors from Historical Patterns
648. ICML 2026Generative Adaptation of Dynamics to Environmental Shifts via Weight-space Diffusion
649. ICML 2026Generative Neural Operators through Diffusion Last Layer
650. ICML 2026GenUnfold: Rapidly Predict Protein Mechanical Unfolding Trajectory via a Physics-Guided Diffusion Model

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.