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

276 papers, page 1 of 6

1. NeurIPS 2024$\nabla^2$DFT: A Universal Quantum Chemistry Dataset of Drug-Like Molecules and a Benchmark for Neural Network Potentials
2. NeurIPS 2024A Canonicalization Perspective on Invariant and Equivariant Learning
3. NeurIPS 2024A Phase Transition between Positional and Semantic Learning in a Solvable Model of Dot-Product Attention
4. NeurIPS 2024A Recipe for Charge Density Prediction
5. NeurIPS 2024A Simple and Adaptive Learning Rate for FTRL in Online Learning with Minimax Regret of $\Theta(T^{2/3})$ and its Application to Best-of-Both-Worlds
6. NeurIPS 2024A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences
7. NeurIPS 2024A Unified Confidence Sequence for Generalized Linear Models, with Applications to Bandits
8. NeurIPS 2024Accurate and Steady Inertial Pose Estimation through Sequence Structure Learning and Modulation
9. NeurIPS 2024AdaNovo: Towards Robust \emph{De Novo} Peptide Sequencing in Proteomics against Data Biases
10. NeurIPS 2024Advection Augmented Convolutional Neural Networks
11. NeurIPS 2024AHA: Human-Assisted Out-of-Distribution Generalization and Detection
12. NeurIPS 2024Alias-Free Mamba Neural Operator
13. NeurIPS 2024AllClear: A Comprehensive Dataset and Benchmark for Cloud Removal in Satellite Imagery
14. NeurIPS 2024Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits
15. NeurIPS 2024Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction
16. NeurIPS 2024AmoebaLLM: Constructing Any-Shape Large Language Models for Efficient and Instant Deployment
17. NeurIPS 2024Amortized Fourier Neural Operators
18. NeurIPS 2024An Autoencoder-Like Nonnegative Matrix Co-Factorization for Improved Student Cognitive Modeling
19. NeurIPS 2024Annealed Multiple Choice Learning: Overcoming limitations of Winner-takes-all with annealing
20. NeurIPS 2024APDDv2: Aesthetics of Paintings and Drawings Dataset with Artist Labeled Scores and Comments
21. NeurIPS 2024APEBench: A Benchmark for Autoregressive Neural Emulators of PDEs
22. NeurIPS 2024Approximating mutual information of high-dimensional variables using learned representations
23. NeurIPS 2024AROMA: Preserving Spatial Structure for Latent PDE Modeling with Local Neural Fields
24. NeurIPS 2024Automatically Learning Hybrid Digital Twins of Dynamical Systems
25. NeurIPS 2024AutoSurvey: Large Language Models Can Automatically Write Surveys
26. NeurIPS 2024BEACON: Benchmark for Comprehensive RNA Tasks and Language Models
27. NeurIPS 2024Better by default: Strong pre-tuned MLPs and boosted trees on tabular data
28. NeurIPS 2024Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning
29. NeurIPS 2024Bridging the Divide: Reconsidering Softmax and Linear Attention
30. NeurIPS 2024Can LLMs Solve Molecule Puzzles? A Multimodal Benchmark for Molecular Structure Elucidation
31. NeurIPS 2024Cascade of phase transitions in the training of energy-based models
32. NeurIPS 2024Causal Deciphering and Inpainting in Spatio-Temporal Dynamics via Diffusion Model
33. NeurIPS 2024ChaosBench: A Multi-Channel, Physics-Based Benchmark for Subseasonal-to-Seasonal Climate Prediction
34. NeurIPS 2024Collaborative Refining for Learning from Inaccurate Labels
35. NeurIPS 2024Combining Observational Data and Language for Species Range Estimation
36. NeurIPS 2024Computerized Adaptive Testing via Collaborative Ranking
37. NeurIPS 2024Constrained Synthesis with Projected Diffusion Models
38. NeurIPS 2024Continuous Product Graph Neural Networks
39. NeurIPS 2024Contrastive losses as generalized models of global epistasis
40. NeurIPS 2024ControlSynth Neural ODEs: Modeling Dynamical Systems with Guaranteed Convergence
41. NeurIPS 2024CryoSPIN: Improving Ab-Initio Cryo-EM Reconstruction with Semi-Amortized Pose Inference
42. NeurIPS 2024Data Distribution Valuation
43. NeurIPS 2024Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning
44. NeurIPS 2024DeepLag: Discovering Deep Lagrangian Dynamics for Intuitive Fluid Prediction
45. NeurIPS 2024DeltaDock: A Unified Framework for Accurate, Efficient, and Physically Reliable Molecular Docking
46. NeurIPS 2024Depth Anywhere: Enhancing 360 Monocular Depth Estimation via Perspective Distillation and Unlabeled Data Augmentation
47. NeurIPS 2024Derivative-enhanced Deep Operator Network
48. NeurIPS 2024Designing Cell-Type-Specific Promoter Sequences Using Conservative Model-Based Optimization
49. NeurIPS 2024Differentiable Modal Synthesis for Physical Modeling of Planar String Sound and Motion Simulation
50. NeurIPS 2024Differentially Private Equivalence Testing for Continuous Distributions and Applications

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.