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Dylan Slack
CS Ph.D. student at UC Irvine working on interpretability and fairness in machine learning.
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𝙷𝚒𝚖𝚊 𝙻𝚊𝚔𝚔𝚊𝚛𝚊𝚓𝚞 4 h
Attention folks at AIES -- we have two talks at the session on "Explanation" from 130pm to 245pm today!! Paper 1: Fooling post hoc explanation methods (with , Sophie, , ) Paper 2: Manipulating user trust with misleading explanations (with Osbert).
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Dylan Slack 4 h
Odgovor korisniku/ci @sameer_ @hima_lakkaraju i 2 ostali
Work w/ . Check out the paper later today as well!!
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Dylan Slack 4 h
My awesome coauthor Sophie Hilgard (twiterless) talking about our paper on fooling post hoc explanation methods at SafeAI workshop
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Dylan Slack 2. velj
Odgovor korisniku/ci @kpaxdonahue
So awesome Kate, well deserved!
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Dylan Slack proslijedio/la je tweet
ACM FAccT (formerly ACM FAT*) 31. sij
In case you're wondering "who is this [exciting, vibrant, fabulous] new conference handle in my timeline?", we're now rather than . You don't need to do anything — except probably battle your Twitter caches and muscle memory.
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Christo Wilson 30. sij
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Kathy Baxter 30. sij
Huge congrats to exec committee founding members: Sorelle Friedler, , !! Much gratitude for all you've done for the community!
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sorelle 30. sij
The recent work just mentioned on how explanations can be gamed is by et al:
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sorelle 28. sij
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Dylan Slack 28. sij
Odgovor korisniku/ci @NazePablo
Huh didn't even think about this for industry applications. Thanks for pointing this out!
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Michael Ekstrand 28. sij
This fairness portability problem discuss is very real. One version of the Idaho pretrial risk assessment bill required validation, but did not specify that they should be validated *in Idaho*.
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Dylan Slack 28. sij
Odgovor korisniku/ci @ziebrah @jmenter_93 @chtmarx
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Dylan Slack 28. sij
Odgovor korisniku/ci @ziebrah @jmenter_93
This isn't a version of shap really but there's some representation learning approaches that help deal with this in audits explicitly:
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Dylan Slack 26. sij
Odgovor korisniku/ci @dylanslack20
We'll also be presenting a version of this paper at the SafeAI workshop at AAAI. If you're at any of these events and want to chat, please reach out!
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Dylan Slack 26. sij
Odgovor korisniku/ci @dylanslack20
Next week, I'll be at AIES presenting a paper on post-hoc interpretation attack techniques "Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods" ().
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Dylan Slack 26. sij
Exciting next couple weeks presenting work! I'll be at FAT* this week to talk about our recent paper "Fairness Warnings & Fair-MAML: Learning Fairly from Minimal Data" ()
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Jules Polonetsky 14. pro
The Ai Transparency Paradox well said
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Vincent Conitzer 14. sij
The list of accepted papers for AIES is now also available!
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Lou Charkoudian 14. sij
We (Haverford Chemistry) are looking for a Visiting Assistant Professor to join our team! This represents and exciting opportunity to grow as a teacher, mentor, and researcher alongside some pretty amazing students. Please spread the word!
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Dylan Slack 13. sij
Check out this course! Particularly nice curation of material, albeit in my somewhat biased opinion.
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