| Stochastic Solutions for Simultaneous Seismic Data Denoising and Reconstruction via Score-based Generative Models | Jul 1, 2024 | DenoisingGeophysics | CodeCode Available | 1 |
| Rethinking materials simulations: Blending direct numerical simulations with neural operators | Dec 8, 2023 | Geophysics | CodeCode Available | 1 |
| Learned multiphysics inversion with differentiable programming and machine learning | Apr 12, 2023 | Geophysics | CodeCode Available | 1 |
| OpenFWI: Large-Scale Multi-Structural Benchmark Datasets for Seismic Full Waveform Inversion | Nov 4, 2021 | 2kBenchmarking | CodeCode Available | 1 |
| Direct Velocity Inversion of Ground Penetrating Radar Data Using GPRNet | May 20, 2021 | GeophysicsGPR | CodeCode Available | 1 |
| 70 years of machine learning in geoscience in review | Jun 16, 2020 | BIG-bench Machine LearningGaussian Processes | CodeCode Available | 1 |
| Semi-Supervised Segmentation of Salt Bodies in Seismic Images using an Ensemble of Convolutional Neural Networks | Apr 9, 2019 | GeophysicsSeismic Imaging | CodeCode Available | 1 |
| Nonstationary blind deconvolution using spectral constraints | May 28, 2025 | Geophysics | CodeCode Available | 0 |
| Ditch the Denoiser: Emergence of Noise Robustness in Self-Supervised Learning from Data Curriculum | May 18, 2025 | GeophysicsRepresentation Learning | CodeCode Available | 0 |
| A Self-Supervised Method for Attenuating Seismic Random and Tracewise Coherent Noise under the Non-Pixelwise Independence Assumption | May 11, 2025 | DenoisingGeophysics | CodeCode Available | 0 |
| On the workflow, opportunities and challenges of developing foundation model in geophysics | Apr 24, 2025 | Computational EfficiencyGeophysics | —Unverified | 0 |
| MicroFlow: Domain-Specific Optical Flow for Ground Deformation Estimation in Seismic Events | Apr 18, 2025 | GeophysicsOptical Flow Estimation | —Unverified | 0 |
| Leveraging Deep Operator Networks (DeepONet) for Acoustic Full Waveform Inversion (FWI) | Apr 14, 2025 | GeophysicsProperty Prediction | —Unverified | 0 |
| Synergizing Deep Learning and Full-Waveform Inversion: Bridging Data-Driven and Theory-Guided Approaches for Enhanced Seismic Imaging | Feb 24, 2025 | GeophysicsSeismic Imaging | —Unverified | 0 |
| Inversion of Magnetic Data using Learned Dictionaries and Scale Space | Feb 8, 2025 | Dictionary LearningGeophysics | CodeCode Available | 0 |
| Simultaneous Automatic Picking and Manual Picking Refinement for First-Break | Feb 3, 2025 | Geophysics | —Unverified | 0 |
| Physics-Driven Self-Supervised Deep Learning for Free-Surface Multiple Elimination | Jan 26, 2025 | Geophysics | —Unverified | 0 |
| Operator Learning for Reconstructing Flow Fields from Sparse Measurements: an Energy Transformer Approach | Jan 2, 2025 | GeophysicsGPU | —Unverified | 0 |
| A Novel Diffusion Model for Pairwise Geoscience Data Generation with Unbalanced Training Dataset | Jan 1, 2025 | GeophysicsSeismic Imaging | —Unverified | 0 |
| Geological and Well prior assisted full waveform inversion using conditional diffusion models | Dec 9, 2024 | Geophysics | —Unverified | 0 |
| DAWN-FM: Data-Aware and Noise-Informed Flow Matching for Solving Inverse Problems | Dec 6, 2024 | DeblurringGeophysics | —Unverified | 0 |
| A novel algorithm for the decomposition of non-stationary multidimensional and multivariate signals | Nov 30, 2024 | Geophysics | —Unverified | 0 |
| Posterior Sampling for Random Noise Attenuation via Score-based Generative Models | Nov 19, 2024 | DenoisingGeophysics | CodeCode Available | 0 |
| 2D Basement Relief Inversion using Sparse Regularization | Oct 19, 2024 | Geophysics | —Unverified | 0 |
| From PINNs to PIKANs: Recent Advances in Physics-Informed Machine Learning | Oct 17, 2024 | GeophysicsKolmogorov-Arnold Networks | —Unverified | 0 |