| 70 years of machine learning in geoscience in review | Jun 16, 2020 | BIG-bench Machine LearningGaussian Processes | CodeCode Available | 1 |
| Stochastic Solutions for Simultaneous Seismic Data Denoising and Reconstruction via Score-based Generative Models | Jul 1, 2024 | DenoisingGeophysics | CodeCode Available | 1 |
| Direct Velocity Inversion of Ground Penetrating Radar Data Using GPRNet | May 20, 2021 | GeophysicsGPR | CodeCode Available | 1 |
| Learned multiphysics inversion with differentiable programming and machine learning | Apr 12, 2023 | Geophysics | CodeCode Available | 1 |
| Rethinking materials simulations: Blending direct numerical simulations with neural operators | Dec 8, 2023 | Geophysics | 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 |
| OpenFWI: Large-Scale Multi-Structural Benchmark Datasets for Seismic Full Waveform Inversion | Nov 4, 2021 | 2kBenchmarking | CodeCode Available | 1 |
| A Frequency-Velocity CNN for Developing Near-Surface 2D Vs Images from Linear-Array, Active-Source Wavefield Measurements | Jul 19, 2022 | Geophysics | —Unverified | 0 |
| A Deep Convolutional Network for Seismic Shot-Gather Image Quality Classification | Dec 3, 2019 | General ClassificationGeophysics | —Unverified | 0 |
| 2D Basement Relief Inversion using Sparse Regularization | Oct 19, 2024 | Geophysics | —Unverified | 0 |
| A novel algorithm for the decomposition of non-stationary multidimensional and multivariate signals | Nov 30, 2024 | Geophysics | —Unverified | 0 |
| A Novel Diffusion Model for Pairwise Geoscience Data Generation with Unbalanced Training Dataset | Jan 1, 2025 | GeophysicsSeismic Imaging | —Unverified | 0 |
| A physically-informed Deep-Learning approach for locating sources in a waveguide | Aug 7, 2022 | Geophysics | —Unverified | 0 |
| A Real Benchmark Swell Noise Dataset for Performing Seismic Data Denoising via Deep Learning | Oct 2, 2024 | BenchmarkingDenoising | —Unverified | 0 |
| Extremely Weak Supervision Inversion of Multi-physical Properties | Feb 3, 2022 | Geophysics | —Unverified | 0 |
| Explainable Machine Learning for Hydrocarbon Prospect Risking | Dec 15, 2022 | AttributeDecision Making | —Unverified | 0 |
| Fast ABC with joint generative modelling and subset simulation | Apr 16, 2021 | DiagnosticDiversity | —Unverified | 0 |
| Constrained Mass Optimal Transport | Jun 5, 2022 | Content-Based Image RetrievalGeophysics | —Unverified | 0 |
| MyCrunchGPT: A chatGPT assisted framework for scientific machine learning | Jun 27, 2023 | Code GenerationGeophysics | —Unverified | 0 |
| Data-driven geophysics: from dictionary learning to deep learning | Jul 13, 2020 | Deep LearningDictionary Learning | —Unverified | 0 |
| An Intriguing Property of Geophysics Inversion | Apr 28, 2022 | DecoderGeophysics | —Unverified | 0 |
| DAWN-FM: Data-Aware and Noise-Informed Flow Matching for Solving Inverse Problems | Dec 6, 2024 | DeblurringGeophysics | —Unverified | 0 |
| Determinantal Point Processes Implicitly Regularize Semi-parametric Regression Problems | Nov 13, 2020 | GeophysicsPoint Processes | —Unverified | 0 |
| Distributed Learning via Filtered Hyperinterpolation on Manifolds | Jul 18, 2020 | GeophysicsMedical Diagnosis | —Unverified | 0 |
| Edge-InversionNet: Enabling Efficient Inference of InversionNet on Edge Devices | Oct 14, 2023 | Geophysics | —Unverified | 0 |
