Kieran A. Murphy

There and back again: Cycle consistency across sets for isolating factors of variation pdf

Varun Jampani, Srikumar Ramalingam, Ameesh Makadia, 2021, ArXiv.

Learning ABCs: Approximate Bijective Correspondence for isolating factors of variation

Varun Jampani, Srikumar Ramalingam, Ameesh Makadia, 2021 .

Implicit-PDF: Non-Parametric Representation of Probability Distributions on the Rotation Manifold

Kieran A. Murphy, A. Makadia, Carlos Esteves, 2021, ICML.

Interpretability with full complexity by constraining feature information

Kieran A. Murphy, Danielle Bassett, 2022, ICLR.

The Distributed Information Bottleneck reveals the explanatory structure of complex systems

Kieran A. Murphy, D. Bassett, 2022, arXiv.org.

Intrinsically motivated graph exploration using network theories of human curiosity

Shubhankar P. Patankar, Kieran A. Murphy, Alejandro Ribeiro, 2023, LoG.

Learning ABCs: Approximate Bijective Correspondence for isolating factors of variation with weak supervision

Kieran A. Murphy, A. Makadia, S. Ramalingam, 2021, 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Comparing information content of representation spaces for disentanglement with VAE ensembles

Kieran A. Murphy, Danielle Bassett, Sam Dillavou, 2024, ArXiv.

Characterizing information loss in a chaotic double pendulum with the Information Bottleneck

Kieran A. Murphy, Danielle Bassett, 2022, ArXiv.

Information decomposition in complex systems via machine learning

Kieran A. Murphy, Danielle Bassett, 2023, Proceedings of the National Academy of Sciences of the United States of America.