Ian Covert

@ianccovert

Postdoc @Stanford, previously @uwcse @GoogleAI and @Columbia. Interested in deep learning and explainable AI

Palo Alto, CA

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Ian Covert
@ianccovert
Sep 13, 2022
Making this class with Su-In, Hugh and Chris was one of the most fun things I did in grad school. We covered a ton of material, definitely check out all the slides we made courses.cs.washington.edu/courses/csep59… I'm excited to see how the course evolves in the next couple years!
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Ian Covert
@ianccovert
May 22, 2023
In our recent Nature MI paper, we looked at the surprising number of algorithms that estimate Shapley values (whose computation scales exponentially with the number of players). There are a lot, we counted at least 24 papers on this topic! Paper: rdcu.be/dcICX
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Ian Covert
@ianccovert
Jan 23, 2023
If you want to know what your ViT pays attention to...you might not want to use attention values! Shapley values can do this better, and now they can even do it efficiently. Check out our new paper (ICLR spotlight) arxiv.org/abs/2206.05282 🧵⬇️
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Ian Covert
@ianccovert
Nov 9, 2021
There are many XAI methods out there, but how similar are they? Our recent JMLR paper sheds some new light on this: we present a framework that unifies many popular XAI tools (26 methods) and shows that they’re essentially variations on one another jmlr.org/papers/volume2… 🧵⬇️
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