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 2 of 6

51. NeurIPS 2024DiffPhyCon: A Generative Approach to Control Complex Physical Systems
52. NeurIPS 2024DiffusionPDE: Generative PDE-Solving under Partial Observation
53. NeurIPS 2024Diversify, Contextualize, and Adapt: Efficient Entropy Modeling for Neural Image Codec
54. NeurIPS 2024Doob's Lagrangian: A Sample-Efficient Variational Approach to Transition Path Sampling
55. NeurIPS 2024Double-Ended Synthesis Planning with Goal-Constrained Bidirectional Search
56. NeurIPS 2024Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular Data
57. NeurIPS 2024DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
58. NeurIPS 2024Dual Cone Gradient Descent for Training Physics-Informed Neural Networks
59. NeurIPS 2024Dual-frame Fluid Motion Estimation with Test-time Optimization and Zero-divergence Loss
60. NeurIPS 2024Dual-Personalizing Adapter for Federated Foundation Models
61. NeurIPS 2024EEGPT: Pretrained Transformer for Universal and Reliable Representation of EEG Signals
62. NeurIPS 2024Efficient Sketches for Training Data Attribution and Studying the Loss Landscape
63. NeurIPS 2024EGODE: An Event-attended Graph ODE Framework for Modeling Rigid Dynamics
64. NeurIPS 2024Empowering Active Learning for 3D Molecular Graphs with Geometric Graph Isomorphism
65. NeurIPS 2024Energy-Based Modelling for Discrete and Mixed Data via Heat Equations on Structured Spaces
66. NeurIPS 2024Entropy testing and its application to testing Bayesian networks
67. NeurIPS 2024Estimating Epistemic and Aleatoric Uncertainty with a Single Model
68. NeurIPS 2024ET-Flow: Equivariant Flow-Matching for Molecular Conformer Generation
69. NeurIPS 2024Exploring and Exploiting the Asymmetric Valley of Deep Neural Networks
70. NeurIPS 2024FasMe: Fast and Sample-efficient Meta Estimator for Precision Matrix Learning in Small Sample Settings
71. NeurIPS 2024Fast and Memory-Efficient Video Diffusion Using Streamlined Inference
72. NeurIPS 2024FIDE: Frequency-Inflated Conditional Diffusion Model for Extreme-Aware Time Series Generation
73. NeurIPS 2024FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation
74. NeurIPS 2024Fourier Amplitude and Correlation Loss: Beyond Using L2 Loss for Skillful Precipitation Nowcasting
75. NeurIPS 2024Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated Learning
76. NeurIPS 2024From Biased to Unbiased Dynamics: An Infinitesimal Generator Approach
77. NeurIPS 2024From Linear to Linearizable Optimization: A Novel Framework with Applications to Stationary and Non-stationary DR-submodular Optimization
78. NeurIPS 2024FUSE: Fast Unified Simulation and Estimation for PDEs
79. NeurIPS 2024G3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality Models
80. NeurIPS 2024Gaussian Approximation and Multiplier Bootstrap for Polyak-Ruppert Averaged Linear Stochastic Approximation with Applications to TD Learning
81. NeurIPS 2024Generalization of Hamiltonian algorithms
82. NeurIPS 2024Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling
83. NeurIPS 2024Generative Hierarchical Materials Search
84. NeurIPS 2024Generative Modeling of Molecular Dynamics Trajectories
85. NeurIPS 2024Geometric Analysis of Nonlinear Manifold Clustering
86. NeurIPS 2024GeSS: Benchmarking Geometric Deep Learning under Scientific Applications with Distribution Shifts
87. NeurIPS 2024GFlowNet Assisted Biological Sequence Editing
88. NeurIPS 2024Global Convergence in Training Large-Scale Transformers
89. NeurIPS 2024Gradient-free Decoder Inversion in Latent Diffusion Models
90. NeurIPS 2024Gradients of Functions of Large Matrices
91. NeurIPS 2024Graph Diffusion Transformers for Multi-Conditional Molecular Generation
92. NeurIPS 2024Great Minds Think Alike: The Universal Convergence Trend of Input Salience
93. NeurIPS 2024HHD-GP: Incorporating Helmholtz-Hodge Decomposition into Gaussian Processes for Learning Dynamical Systems
94. NeurIPS 2024Higher-Rank Irreducible Cartesian Tensors for Equivariant Message Passing
95. NeurIPS 2024HORSE: Hierarchical Representation for Large-Scale Neural Subset Selection
96. NeurIPS 2024How Diffusion Models Learn to Factorize and Compose
97. NeurIPS 2024How does Architecture Influence the Base Capabilities of Pre-trained Language Models? A Case Study Based on FFN-Wider and MoE Transformers
98. NeurIPS 2024How does PDE order affect the convergence of PINNs?
99. NeurIPS 2024How Molecules Impact Cells: Unlocking Contrastive PhenoMolecular Retrieval
100. NeurIPS 2024Identifying Spatio-Temporal Drivers of Extreme Events

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.