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cs.LG2021
Alignment and Comparison of Directed Networks via Transition Couplings of Random Walks
Bongsoo Yi, Kevin O'Connor, Kevin McGoff +1
We describe and study a transport based procedure called NetOTC (network optimal transition coupling) for the comparison and alignment of two networks. The networks of interest may…
cs.LG2019
Exchangeable Generative Models with Flow Scans
Christopher Bender, Kevin O'Connor, Yang Li +3
In this work, we develop a new approach to generative density estimation for exchangeable, non-i.i.d. data. The proposed framework, FlowScan, combines invertible flow transformatio…