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

895 papers, page 1 of 18

1. ICLR 2026(U)NFV: Supervised and Unsupervised Neural Finite Volume Methods for Solving Hyperbolic PDEs
2. ICLR 2026A Brain Graph Foundation Model: Pre-Training and Prompt-Tuning across Broad Atlases and Disorders
3. ICLR 2026A Derandomization Framework for Structure Discovery: Applications in Neural Networks and Beyond
4. ICLR 2026A Function-Centric Graph Neural Network Approach for Predicting Electron Densities
5. ICLR 2026A Genetic Algorithm for Navigating Synthesizable Molecular Spaces
6. ICLR 2026A New Paradigm for Genome-wide DNA Methylation Prediction Without Methylation Input
7. ICLR 2026A One-shot Framework for Directed Evolution of Antibodies
8. ICLR 2026A Physics-Inspired Optimizer: Velocity Regularized Adam
9. ICLR 2026A Resolution-Agnostic Geometric Transformer for Chromosome Modeling Using Inertial Frame
10. ICLR 2026A tale of two tails: Preferred and anti-preferred natural stimuli in visual cortex
11. ICLR 2026A Two-Phase Deep Learning Framework for Adaptive Time-Stepping in High-Speed Flow Modeling
12. ICLR 2026Accelerating Eigenvalue Dataset Generation via Chebyshev Subspace Filter
13. ICLR 2026Adaptive Canonicalization with Application to Invariant Anisotropic Geometric Networks
14. ICLR 2026Adaptive Data-Knowledge Alignment in Genetic Perturbation Prediction
15. ICLR 2026Adaptive gradient descent on Riemannian manifolds and its applications to Gaussian variational inference
16. ICLR 2026Adaptive Mamba Neural Operators
17. ICLR 2026Adaptive Test-Time Training for Predicting Need for Invasive Mechanical Ventilation in Multi-Center Cohorts
18. ICLR 2026Advancing Spatiotemporal Representations in Spiking Neural Networks via Parametric Invertible Transformation
19. ICLR 2026Advancing Universal Deep Learning for Electronic-Structure Hamiltonian Prediction of Materials
20. ICLR 2026Align Your Structures: Generating Trajectories with Structure Pretraining for Molecular Dynamics
21. ICLR 2026An Improved Model-free Decision-estimation Coefficient with Applications in Adversarial MDPs
22. ICLR 2026An Open-Ended Benchmark and Formal Framework for Adjuvant Research with MLLM
23. ICLR 2026Analytica: Soft Propositional Reasoning for Robust and Scalable LLM-Driven Analysis
24. ICLR 2026Animal behavioral analysis and neural encoding with transformer-based self-supervised pretraining
25. ICLR 2026AntigenLM: Structure-Aware DNA Language Modeling for Influenza
26. ICLR 2026AQER: A Scalable and Efficient Data Loader for Digital Quantum Computers
27. ICLR 2026ArtUV: Artist-style UV Unwrapping
28. ICLR 2026ASSESS: A Semantic and Structural Evaluation Framework for Statement Similarity
29. ICLR 2026ATOM: A Pretrained Neural Operator for Multitask Molecular Dynamics
30. ICLR 2026Automatic and Structure-Aware Sparsification of Hybrid Neural ODEs with Application to Glucose Prediction
31. ICLR 2026Bayesian Parameter Shift Rules in Variational Quantum Eigensolvers
32. ICLR 2026Bayesian Post Training Enhancement of Regression Models with Calibrated Rankings
33. ICLR 2026Beyond Ensembles: Simulating All-Atom Protein Dynamics in a Learned Latent Space
34. ICLR 2026Beyond Static Vision: Scene Dynamic Field Unlocks Intuitive Physics Understanding in Multi-modal Large Language Models
35. ICLR 2026Beyond Structure: Invariant Crystal Property Prediction with Pseudo-Particle Ray Diffraction
36. ICLR 2026Bidirectional Predictive Coding
37. ICLR 2026BigMaQ: A Big Macaque Motion and Animation Dataset Bridging Image and 3D Pose Representations
38. ICLR 2026Bilevel Optimization with Lower-Level Uniform Convexity: Theory and Algorithm
39. ICLR 2026BioBO: Biology-informed Bayesian Optimization for Perturbation Design
40. ICLR 2026BioCAP: Exploiting Synthetic Captions Beyond Labels in Biological Foundation Models
41. ICLR 2026Biologically Plausible Learning via Bidirectional Spike-Based Distillation
42. ICLR 2026BioMD: All-atom Generative Model for Biomolecular Dynamics Simulation
43. ICLR 2026BioX-Bridge: Model Bridging for Unsupervised Cross-Modal Knowledge Transfer across Biosignals
44. ICLR 2026BOLT: Decision‑Aligned Distillation and Budget-Aware Routing for Constrained Multimodal QA on Robots
45. ICLR 2026BoreaRL: A Multi-Objective Reinforcement Learning Environment for Climate-Adaptive Boreal Forest Management
46. ICLR 2026Branched Schrödinger Bridge Matching
47. ICLR 2026Breaking Scale Anchoring: Frequency Representation Learning for Accurate High-Resolution Inference from Low-Resolution Training
48. ICLR 2026Buckingham $\pi$-Invariant Test‑Time Projection for Robust PDE Surrogate Modeling
49. ICLR 2026Cannistraci-Hebb Training on Ultra-Sparse Spiking Neural Networks
50. ICLR 2026CARL: Preserving Causal Structure in Representation Learning

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.