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 18 of 25

851. ICML 2026STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
852. ICML 2026Stochastic Lifting for Generating Trajectories of Stochastic Physical Systems
853. ICML 2026StormInsight: Hierarchical Environmental Forcing and Vertical Coupling for Weather System Evolution
854. ICML 2026STRIDE: Post-Training LLMs to Reason and Refine Bio-Sequences via Edit Trajectories
855. ICML 2026Structure Abstraction and Generalization in a Hippocampal-Entorhinal Inspired World Model
856. ICML 2026Structure-Aware Riemannian Flow Matching for Registration and Fusion of Hyperspectral and Multispectral Images
857. ICML 2026Structure-Preserving Learning Improves Geometry Generalization in Neural PDEs
858. ICML 2026Supervised Guidance Training for Infinite-Dimensional Diffusion Models
859. ICML 2026Support-Proximity Augmented Diffusion Estimation for Offline Black-Box Optimization
860. ICML 2026SynLaD: Latent Diffusion for Generating Synthesizable Molecules Conditioned on 3D Pharmacophore Profiles
861. ICML 2026Taming the Loss Landscape of PINNs with Noisy Feynman–Kac Supervision: Operator Preconditioning and Non-Asymptotic Error Bounds
862. ICML 2026Target-Aware Bandit Allocation for Scalable Surrogate Optimization in Chemical Space
863. ICML 2026Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning
864. ICML 2026Teaching Molecular Dynamics to a Non-Autoregressive Ionic Transport Predictor
865. ICML 2026TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis
866. ICML 2026Tensor Train Diffusion: Leveraging Low-Rank Structures for High-Dimensional Score-Based Sampling
867. ICML 2026Terminal Dimension Reduction for Time Series with Applications
868. ICML 2026TerraBind: Fast and Accurate Binding Affinity Prediction through Coarse Structural Representations
869. ICML 2026Test-time Generalization for Physics through Neural Operator Splitting
870. ICML 2026TF-FACE: Time-Frequency Fusion Learning via Frequency-Domain Adaptive and Controllable Enhancement for Trajectory Prediction
871. ICML 2026The Hippocampal Place Field Gradient: A Bio-inspired Framework Building Multiscale Representation for Better Sample Efficiency
872. ICML 2026The Information Geometry of Softmax: Probing and Steering
873. ICML 2026The Perception–Physics Paradox: Probing Scientific Alignment with TC-Bench
874. ICML 2026Theory of Minimal Weight Perturbations in Deep Networks and its Applications for Low-Rank Activated Backdoor Attacks
875. ICML 2026TINNs: Time-Induced Neural Networks for Solving Time-Dependent PDEs
876. ICML 2026Tokenised Flow Matching for Hierarchical Simulation Based Inference
877. ICML 2026Topology-Preserving Neural Operator Learning via Hodge Decomposition
878. ICML 2026Toward Identifiable Sparse Autoencoders
879. ICML 2026Towards A Generative Protein Evolution Machine with DPLM-Evo
880. ICML 2026Towards Diverse Scientific Hypothesis Search with Large Language Models
881. ICML 2026Towards On-Policy SFT: Distribution Discriminant Theory and its Applications in LLM Training
882. ICML 2026Towards Professional-Grade Financial Agents: Benchmarking, Tooling, and Structured Reasoning
883. ICML 2026Towards Realistic Lifelong Re-identification: Identity Recurrence with Changing Clothes
884. ICML 2026Towards Resource-Efficient LLMs: End-to-End Energy Accounting of Distillation Pipelines
885. ICML 2026Towards Sub-Second Molecular Docking as a Structural Primitive: A Quantized Consistency Diffusion Framework
886. ICML 2026Towards the Explainability of Temporal Graph Networks via Memory Backtracking and Topological Attribution
887. ICML 2026Towards the Training of Deeper Predictive Coding Neural Networks
888. ICML 2026Training Deep Spiking Neural Networks without Normalization
889. ICML 2026Training Diffusion Language Models for Black-Box Optimization
890. ICML 2026Training-Free Bayesian Filtering with Generative Emulators
891. ICML 2026Training-Free Multimodal Large Language Model Orchestration
892. ICML 2026Transforming Weather Data from Pixel to Latent Space
893. ICML 2026Transolver-3: Scaling Up Transformer Solvers to Industrial-Scale Geometries
894. ICML 2026TriForces: Augmenting Atomistic GNNs for Transferable Representations
895. ICML 2026Two Calm Ends and the Wild Middle: A Geometric Picture of Memorization in Diffusion Models
896. ICML 2026Two-Parameter Flows for Learning Population Dynamics of Physical Systems
897. ICML 2026U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster
898. ICML 2026UAV$^2$: A Unified and Adaptive Scheduling Framework for UAV Autopilot System with Reinforcement Learning
899. ICML 2026Ubiquity of Emergent Hebbian Dynamics in Regularized Learning
900. ICML 2026Unbiased and Second-Order-Free Training for High-Dimensional PDEs

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.