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Gautam Kamath @gautamkamath.com · 17h

The rest of the week I'll be in beautiful Ascona, speaking at this event: www.mmlzurichprd.ethz.ch

Symposium on Mathematical Foundations of Trustworthy Learning

www.mmlzurichprd.ethz.ch

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Gautam Kamath @gautamkamath.com · 17h

Register for it here: ai.ethz.ch/research/eve...
The talk will be focused on this paper: arxiv.org/abs/2508.12148

Details VK

ai.ethz.ch

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Gautam Kamath @gautamkamath.com · 17h

I'm in Switzerland next week! On Friday, October 17, I'll be giving a talk at @eth-ai-center.bsky.social on memorization in diffusion models. Please join if you're around!

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Reposted by Gautam Kamath

Aaron Roth @aaroth.bsky.social · 2d

The FORC 2026 call for papers is out! responsiblecomputing.org/forc-2026-ca... Two reviewing cycles with two deadlines: Nov 11 and Feb 17. If you haven't been, FORC is a great venue for theoretical work in "responsible AI" --- fairness, privacy, social choice, CS&Law, explainability, etc.

FORC 2026: Call for Papers

The 7th annual Symposium on Foundations of Responsible Computing (FORC) will be held on June 3-5, 2026 at Harvard University. Brief summary for those who are familiar with past editions (prior to 2…

responsiblecomputing.org

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Gautam Kamath @gautamkamath.com · 3d

Say a paper has a long and convoluted proof for a statement. Before, either it's fundamentally tough to prove, or they're a bad technical writer. Now, there's the lurking suspicion that your time is being wasted as you're forced to read AI slop.

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Gautam Kamath @gautamkamath.com · 3d

One frustrating AI impact is the resulting lack of trust, esp when trust feels lower than ever.

it's ubiquitous, but e.g., a bad review may have prev been blamed on a lazy or ignorant reviewer. Now the accusation is that it's LLM generated: maximally lazy to the point of malice.

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Reposted by Gautam Kamath

let-all.com @let-all.com · 9d

We have two new mentees who are offering their time via office hours! Please show Sandeep Silwal and Kevin Tian some love and sign up to meet them!
let-all.com/officehours....

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Reposted by Gautam Kamath

Chara Podimata @charapod.bsky.social · 10d

At my side-gig as a podcaster, I recently had the joy of interviewing Sam Hopkins!

let-all.com @let-all.com · 10d

We've got the next episode of the learning theory podcast, Probably Approximately Correct Learners!

This episode is with Samuel B. Hopkins at MIT -- check it out!
www.youtube.com/watch?v=1oeA...

Ep. 3: Sam Hopkins

YouTube video by Learning Theory Alliance (LeT-All)

www.youtube.com

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Reposted by Gautam Kamath

let-all.com @let-all.com · 10d

We've got the next episode of the learning theory podcast, Probably Approximately Correct Learners!

This episode is with Samuel B. Hopkins at MIT -- check it out!
www.youtube.com/watch?v=1oeA...

Ep. 3: Sam Hopkins

YouTube video by Learning Theory Alliance (LeT-All)

www.youtube.com

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Gautam Kamath @gautamkamath.com · 13d

Getting mixed signals here

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Reposted by Gautam Kamath

Differential Privacy @differentialprivacy.org · 18d

Query-Efficient Locally Private Hypothesis Selection via the Scheffe Graph

Gautam Kamath, Alireza F. Pour, Matthew Regehr, David P. Woodruff

http://arxiv.org/abs/2509.16180

$Query-Efficient Locally Private Hypothesis Selection via the Scheffe Graph Gautam Kamath, Alireza F. Pour, Matthew Regehr, David P. Woodruff http://arxiv.org/abs/2509.16180 We propose an algorithm with improved query-complexity for the problem of hypothesis selection under local differential privacy constraints. Given a set of $k$ probability distributions $Q$, we describe an algorithm that satisfies local differential privacy, performs $\tilde{O}(k^{3/2})$ non-adaptive queries to individuals who each have samples from a probability distribution $p$, and outputs a probability distribution from the set $Q$ which is nearly the closest to $p$. Previous algorithms required either $\Omega(k^2)$ queries or many rounds of interactive queries. Technically, we introduce a new object we dub the Scheff\'e graph, which captures structure of the differences between distributions in $Q$, and may be of more broad interest for hypothesis selection tasks.$

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Gautam Kamath @gautamkamath.com · 23d

Here's the link: www.reed.edu/dean_of_facu...

Also check out this list of other PUI places hiring in CS (Reed's posting isn't up yet): cs-pui.github.io

Tenure-Track Position in Computer Systems - Office of the Dean of the Faculty - Reed College

www.reed.edu

Gautam Kamath @gautamkamath.com · 23d

While I'm here, let me advertise that Reed CS is hiring this year in Systems! It's a wonderful set of people in the deparment, really engaged students, and (unlike many college) you can live in a city. Deadline October 17

Definitely apply if you're looking for a "PUI" position

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Gautam Kamath @gautamkamath.com · 24d

I'm in Portland, Oregon visiting Reed College (@reed.edu) as part of the external review for their computer science department!

This picture looks like a typical New England liberal arts college, but the PNW remains one of the most beautiful parts of the US.

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Gautam Kamath @gautamkamath.com · 24d

CC @adamsmith.xyz

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Gautam Kamath @gautamkamath.com · 24d

If you work on theory in responsible computing and are looking for a job, fill out this form before September 28!

Responsible computing includes private data analysis, fairness, robustness, mathematical approaches bridging computer science, law, ethics, etc.

docs.google.com/forms/d/e/1F...

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Reposted by Gautam Kamath

Jon Ullman @thejonullman.bsky.social · 24d

Link to be included: docs.google.com/forms/d/e/1F...

Last year's list if you're curious: drive.google.com/file/d/1Hyvg...

FORC Job List 2025-2026

If you would like to be included in the "FORC" job list for graduating PhDs, postdocs and other junior researchers, or if you would like to nominate someone, fill out the form below. The intention is ...

docs.google.com

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Reposted by Gautam Kamath

Jon Ullman @thejonullman.bsky.social · 24d

📢Adam Smith, @gautamkamath.com, and I are putting together a list of job market candidates in Foundations of Responsible Computing! Last year's list was a great success so we're keeping it going!

If you want to be included, or nominate someone, see link in the replies!

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Reposted by Gautam Kamath

Konrad Rieck 🌈 @rieck.mlsec.org · 24d

Got some hot research cooking? 🔥

The @satml.org paper deadline is just 9 days away. We are looking forward to your work on security, privacy, and fairness in machine learning.

👉 satml.org/call-for-pap...
⏰ Sep 24

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Gautam Kamath @gautamkamath.com · 25d

That shouldn't stop you in the window seat, if you don't mind confrontation

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Gautam Kamath @gautamkamath.com · 25d

Choose the aisle seat if you're a people pleaser, choose the window seat if you're confrontational, and choose the middle seat if you're a masochist.

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Gautam Kamath @gautamkamath.com · 25d

Anyone who's done a PhD knows the feeling

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Gautam Kamath @gautamkamath.com · 29d

Always a pleasant reminder every time I stop by my local public library @kitchlibrary.bsky.social (see bottom right)

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Gautam Kamath @gautamkamath.com · Sep 8

I and a few others are lending our time to the community to chat to anyone around the world with an internet connection!

Book a slot if you want to chat. I've talked to folks about how to get involved in research, which grad program to choose, and much more!

let-all.com @let-all.com · Sep 8

Wanna chat with an experienced learning theory researcher? We have open office hours online with four awesome folks, Surbhi Goel (@surbhigoel.bsky.social), Gautam Kamath (@gautamkamath.com), Ayush Sekhari, and Lydia Zakynthinou)!

Book a slot and ask them anything!
let-all.com/officehours....

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Reposted by Gautam Kamath

let-all.com @let-all.com · Sep 8

Wanna chat with an experienced learning theory researcher? We have open office hours online with four awesome folks, Surbhi Goel (@surbhigoel.bsky.social), Gautam Kamath (@gautamkamath.com), Ayush Sekhari, and Lydia Zakynthinou)!

Book a slot and ask them anything!
let-all.com/officehours....

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