Deep clustering, multiscale representation learning, segmentation, separation
- ‘Clustering earthquake signals and background noises in continuous seismic data with unsupervised deep learning’, Nature Comm. 11 (2020) 3972, doi:10.1038/s41467-020-17841-x, with L. Seydoux, R. Balestriero, P. Poli, M. Campillo and R. Baraniuk. View
- ‘Unearthing InSights into Mars: Unsupervised source separation with limited data’, ICML 202 (2023) 31754-31772, with A. Siahkoohi, R. Morel, E. Allys, G. Sainton and T. Kawamura. View
- ‘Multi-scale clustering and source separation of InSight mission seismic data’ (2023), with A. Siahkoohi, R. Morel, R. Balestriero, E. Allys, G. Sainton and T. Kawamura. View
- ‘Clustering multi-receiver data through a variational autoencoder in SeisLM’, (2025) with C. Allen, A. Siahkoohi, E. Chaves and I. Dokmanić, not available yet
Probabilistic graphical models and clustering in relational domains, graph embeddings in mildly singular manifolds
- not available yet
Times series, forecasting
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‘Recurrent scattering network detects metastable behavior in polyphonic seismo-volcanic signals for volcano eruption forecasting’, IEEE Trans. Geosc. and Remote Sensing 60 (2021) doi:10.1109/TGRS.2021.3134198, with A. Bueno, R. Balestriero, S. De Angelis, C. Benítez, L. Zuccarello, R. Baraniuk, J.M. Ibáñez. View
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‘Attention Network Forecasts Time-to-Failure in Laboratory Shear Experiments’, (2021) doi:10.1029/2021JB022195, with H. Jasperson, D. C. Bolton, P. Johnson, R. Guyer, C. Marone. View
Foundation models
- ‘SeisLM: A foundation model for seismic data’, (2024), with C. Shi, G. Poggiali, C. Marone and I. Dokmanić. View
Jump-diffusion SDEs, event-based sampling, learning fault-system dynamics, relational inference
- ‘High-rate phase association with travel time neural fields’, (2024), with T. Liu, J. Münchmeyer, L. Laurenti, C. Marone and I. Dokmanić. View
- ‘Analysis of jump-diffusion SDEs on graphs rooted in the linked stress release model, inference and forecasting’, (2025), not available yet
- ‘Learning a jump-diffusion SDE on a graph from a sample path’, (2025), not available yet
- ‘SeiSSM adaptation in jump-diffusion SDEs for learning fault dynamics’, not available yet
Addendum
- ‘Implicit neural representations and the algebra of complex wavelets’, ICLR (2024), with T.M. Roddenberry, V. Saragadam and R.G. Baraniuk. View
