Publications by Robert Peach
2025
- Gosztolai A., Peach R.L., Arnaudon A., Barahona M., Vandergheynst P.
MARBLE: Interpretable Representations of Neural Population Dynamics Using Geometric Deep Learning.
Nature Methods, (2025) [bib]
@ARTICLE{gosztolai2025mirn, author = {Gosztolai, A.~ and Peach, R.L.~ and Arnaudon, A.~ and Barahona, M.~ and Vandergheynst, P.~}, title = {MARBLE: Interpretable Representations of Neural Population Dynamics Using Geometric Deep Learning.}, journal = {Nature Methods}, year = {2025}, issn = {1548-7105 1548-7091}, doi = {10.1038/s41592-024-02582-2} }
2024
- Arnaudon A., Schindler D.J., Peach R.L., Gosztolai A., Hodges M., Schaub M.T., Barahona M.
Algorithm 1044: PyGenStability, a Multiscale Community Detection with Generalized Markov Stability.
ACM Transactions on Mathematical Software 50(2):15, (2024) [bib]
@ARTICLE{arnaudon2024a1pa15, author = {Arnaudon, A.~ and Schindler, D.J.~ and Peach, R.L.~ and Gosztolai, A.~ and Hodges, M.~ and Schaub, M.T.~ and Barahona, M.~}, title = {Algorithm 1044: PyGenStability, a Multiscale Community Detection with Generalized Markov Stability.}, journal = {ACM Transactions on Mathematical Software}, year = {2024}, volume = {50}, number = {2}, pages = {15}, doi = {10.1145/3651225}, url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85197263586\&doi=10.1145%2f3651225\&partnerID=40\&md5=fd16d2a98da72d4411def4ca90c2f4fa} } - Peach R., Vinao-Carl M., Grossman N., David M., Mallas E., Sharp D.J., Malhotra P.A., Vandergheynst P., Gosztolai A.
Implicit Gaussian Process Representation of Vector Fields over Arbitrary Latent Manifolds.
In Proceedings Twelfth International Conference on Learning Representations (ICLR 2024), (2024) [bib]
@INPROCEEDINGS{peach2024igpr, author = {Peach, R.~ and Vinao-Carl, M.~ and Grossman, N.~ and David, M.~ and Mallas, E.~ and Sharp, D.J.~ and Malhotra, P.A.~ and Vandergheynst, P.~ and Gosztolai, A.~}, title = {Implicit Gaussian Process Representation of Vector Fields over Arbitrary Latent Manifolds.}, booktitle = {Proceedings Twelfth International Conference on Learning Representations (ICLR 2024)}, year = {2024}, url = {https://openreview.net/forum?id=YEPlTU5mZC} }