Kieran A. Murphy

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 13

Top Topics

Guided Exploration

Probability Distribution

Dynamical Systems

Information Bottleneck

Top Venues

Publications

Kieran A. Murphy, Sam Dillavou, Dani S. Bassett
Comparing information content of representation spaces for disentanglement with VAE ensembles. CoRR (2024)
Shubhankar P. Patankar, Mathieu Ouellet, Juan Cerviño, Alejandro Ribeiro, Kieran A. Murphy, Dani S. Bassett
Intrinsically motivated graph exploration using network theories of human curiosity. CoRR (2023)
Shubhankar Prashant Patankar, Mathieu Ouellet, Juan Cerviño, Alejandro Ribeiro, Kieran A. Murphy, Danielle S. Bassett
Intrinsically Motivated Graph Exploration Using Network Theories of Human Curiosity. LoG (2023)
Kieran A. Murphy, Dani S. Bassett
Optimized measurements of chaotic dynamical systems via the information bottleneck. CoRR (2023)
Kieran A. Murphy, Dani S. Bassett
Information decomposition to identify relevant variation in complex systems with machine learning. CoRR (2023)
Kieran A. Murphy, Danielle S. Bassett
Interpretability with full complexity by constraining feature information. ICLR (2023)
Kieran A. Murphy, Dani S. Bassett
Interpretability with full complexity by constraining feature information. CoRR (2022)
Kieran A. Murphy, Dani S. Bassett
Characterizing information loss in a chaotic double pendulum with the Information Bottleneck. CoRR (2022)
Kieran A. Murphy, Varun Jampani, Srikumar Ramalingam, Ameesh Makadia
Learning ABCs: Approximate Bijective Correspondence for isolating factors of variation with weak supervision. CVPR (2022)
Kieran A. Murphy, Dani S. Bassett
The Distributed Information Bottleneck reveals the explanatory structure of complex systems. CoRR (2022)
Kieran A. Murphy, Carlos Esteves, Varun Jampani, Srikumar Ramalingam, Ameesh Makadia
Implicit-PDF: Non-Parametric Representation of Probability Distributions on the Rotation Manifold. ICML (2021)
Kieran A. Murphy, Varun Jampani, Srikumar Ramalingam, Ameesh Makadia
There and back again: Cycle consistency across sets for isolating factors of variation. CoRR (2021)
Kieran A. Murphy, Carlos Esteves, Varun Jampani, Srikumar Ramalingam, Ameesh Makadia
Implicit-PDF: Non-Parametric Representation of Probability Distributions on the Rotation Manifold. CoRR (2021)