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

297 papers, page 1 of 6

1. ICLR 20253DMolFormer: A Dual-channel Framework for Structure-based Drug Discovery
2. ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
3. ICLR 2025A Periodic Bayesian Flow for Material Generation
4. ICLR 2025A Riemannian Framework for Learning Reduced-order Lagrangian Dynamics
5. ICLR 2025A Second-Order Perspective on Model Compositionality and Incremental Learning
6. ICLR 2025A Simple yet Effective $\Delta\Delta G$ Predictor is An Unsupervised Antibody Optimizer and Explainer
7. ICLR 2025A Unified Framework for Forward and Inverse Problems in Subsurface Imaging using Latent Space Translations
8. ICLR 2025Accelerating 3D Molecule Generation via Jointly Geometric Optimal Transport
9. ICLR 2025Accelerating Goal-Conditioned Reinforcement Learning Algorithms and Research
10. ICLR 2025Accelerating Neural ODEs: A Variational Formulation-based Approach
11. ICLR 2025Accurate and Scalable Graph Neural Networks via Message Invariance
12. ICLR 2025Active Learning for Neural PDE Solvers
13. ICLR 2025AdaManip: Adaptive Articulated Object Manipulation Environments and Policy Learning
14. ICLR 2025Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems
15. ICLR 2025ANaGRAM: A Natural Gradient Relative to Adapted Model for efficient PINNs learning
16. ICLR 2025AnalogGenie: A Generative Engine for Automatic Discovery of Analog Circuit Topologies
17. ICLR 2025AstroCompress: A benchmark dataset for multi-purpose compression of astronomical data
18. ICLR 2025Atomas: Hierarchical Adaptive Alignment on Molecule-Text for Unified Molecule Understanding and Generation
19. ICLR 2025AtomSurf: Surface Representation for Learning on Protein Structures
20. ICLR 2025AutoG: Towards automatic graph construction from tabular data
21. ICLR 2025BaB-ND: Long-Horizon Motion Planning with Branch-and-Bound and Neural Dynamics
22. ICLR 2025Bandit Learning in Matching Markets with Indifference
23. ICLR 2025Bayesian Optimization of Antibodies Informed by a Generative Model of Evolving Sequences
24. ICLR 2025Benchmarking Predictive Coding Networks -- Made Simple
25. ICLR 2025Beyond Canonicalization: How Tensorial Messages Improve Equivariant Message Passing
26. ICLR 2025Beyond Circuit Connections: A Non-Message Passing Graph Transformer Approach for Quantum Error Mitigation
27. ICLR 2025Beyond Sequence: Impact of Geometric Context for RNA Property Prediction
28. ICLR 2025Bio-xLSTM: Generative modeling, representation and in-context learning of biological and chemical sequences
29. ICLR 2025BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments
30. ICLR 2025Biologically Constrained Barrel Cortex Model Integrates Whisker Inputs and Replicates Key Brain Network Dynamics
31. ICLR 2025Boltzmann priors for Implicit Transfer Operators
32. ICLR 2025Boltzmann Semantic Score: A Semantic Metric for Evaluating Large Vision Models Using Large Language Models
33. ICLR 2025Boltzmann-Aligned Inverse Folding Model as a Predictor of Mutational Effects on Protein-Protein Interactions
34. ICLR 2025Bridging the Gap between Database Search and \emph{De Novo} Peptide Sequencing with SearchNovo
35. ICLR 2025Bridging the Gap Between f-divergences and Bayes Hilbert Spaces
36. ICLR 2025Bundle Neural Network for message diffusion on graphs
37. ICLR 2025Can Transformers Do Enumerative Geometry?
38. ICLR 2025CarbonSense: A Multimodal Dataset and Baseline for Carbon Flux Modelling
39. ICLR 2025CARTS: Advancing Neural Theorem Proving with Diversified Tactic Calibration and Bias-Resistant Tree Search
40. ICLR 2025Causal Representation Learning from Multimodal Biomedical Observations
41. ICLR 2025CertainlyUncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness
42. ICLR 2025CheapNet: Cross-attention on Hierarchical representations for Efficient protein-ligand binding Affinity Prediction
43. ICLR 2025ChemAgent: Self-updating Memories in Large Language Models Improves Chemical Reasoning
44. ICLR 2025Chemistry-Inspired Diffusion with Non-Differentiable Guidance
45. ICLR 2025CL-DiffPhyCon: Closed-loop Diffusion Control of Complex Physical Systems
46. ICLR 2025CL-MFAP: A Contrastive Learning-Based Multimodal Foundation Model for Molecular Property Prediction and Antibiotic Screening
47. ICLR 2025Combining Induction and Transduction for Abstract Reasoning
48. ICLR 2025Composing Unbalanced Flows for Flexible Docking and Relaxation
49. ICLR 2025Compositional 4D Dynamic Scenes Understanding with Physics Priors for Video Question Answering
50. ICLR 2025Computing Circuits Optimization via Model-Based Circuit Genetic Evolution

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.