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ORCIDKieran A. Murphy
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2020 – today
- 2024
[i9]Kieran A. Murphy, Sam Dillavou, Dani S. Bassett:
Comparing information content of representation spaces for disentanglement with VAE ensembles. CoRR abs/2405.21042 (2024)- 2023
- [c4]Kieran A. Murphy, Danielle S. Bassett:
Interpretability with full complexity by constraining feature information. ICLR 2023 - [c3]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: 23 - [i8]Kieran A. Murphy, Dani S. Bassett:
Information decomposition to identify relevant variation in complex systems with machine learning. CoRR abs/2307.04755 (2023) - [i7]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 abs/2307.04962 (2023) - [i6]Kieran A. Murphy, Dani S. Bassett:
Optimized measurements of chaotic dynamical systems via the information bottleneck. CoRR abs/2311.04896 (2023) - 2022
- [c2]Kieran A. Murphy, Varun Jampani, Srikumar Ramalingam, Ameesh Makadia:
Learning ABCs: Approximate Bijective Correspondence for isolating factors of variation with weak supervision. CVPR 2022: 15989-15999 - [i5]Kieran A. Murphy, Dani S. Bassett:
The Distributed Information Bottleneck reveals the explanatory structure of complex systems. CoRR abs/2204.07576 (2022) - [i4]Kieran A. Murphy, Dani S. Bassett:
Characterizing information loss in a chaotic double pendulum with the Information Bottleneck. CoRR abs/2210.14220 (2022) - [i3]Kieran A. Murphy, Dani S. Bassett:
Interpretability with full complexity by constraining feature information. CoRR abs/2211.17264 (2022) - 2021
- [c1]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: 7882-7893 - [i2]Kieran A. Murphy, Varun Jampani, Srikumar Ramalingam, Ameesh Makadia:
There and back again: Cycle consistency across sets for isolating factors of variation. CoRR abs/2103.03240 (2021) - [i1]Kieran A. Murphy, Carlos Esteves, Varun Jampani, Srikumar Ramalingam, Ameesh Makadia:
Implicit-PDF: Non-Parametric Representation of Probability Distributions on the Rotation Manifold. CoRR abs/2106.05965 (2021)
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