Alexander Terenin

@avt.im

Decision-making under uncertainty, machine learning theory, artificial intelligence · anti-ideological · Assistant Research Professor, Cornell https://avt.im/ · https://scholar.google.com/citations?user=EGKYdiwAAAAJ&sortby=pubdate

I wrote a long, detailed blog post on the state of AI and machine learning. The post's purpose is to sharpen my thinking and help ensure I work on the right things over the next few years. You might find parts of it interesting. Comments are welcome. avt.im/blog/where-a...

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After a delayed flight and missing my first poster, I have officially arrived at NeurIPS! I’ll present another poster tomorrow at CDE 606 from 11-2. I’ll post more on this soon. If you’re interested in meeting up, let’s get in touch!

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I am hiring a fully-funded #PhD in #ML to work at the University of Edinburgh on 𝐠𝐞𝐨𝐦𝐞𝐭𝐫𝐢𝐜 𝐥𝐞𝐚𝐫𝐧𝐢𝐧𝐠 and 𝐮𝐧𝐜𝐞𝐫𝐭𝐚𝐢𝐧𝐭𝐲 𝐪𝐮𝐚𝐧𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧. Application deadline: 31 Dec '25. Starts May/Sep '26. Details in the reply. Pls RT and share with anyone interested!

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Paper update: our recent work on Thompson sampling has a shiny new - and I hope much better - name! This new name does much better job of emphasizing what we actually do. Joint work with Jeff Negrea. Thread below!

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At ICML, we're presenting a paper on uncertainty-aware surface reconstruction! Compared to previous approaches, we are able to completely remove the need for recursive linear solves for reconstruction and interpolation, using geometric GP machinery. Check it out!

We've got a major update to our preprint on adversarial regret guarantees for Thompson sampling! As before, I think this is one of the most important projects I've worked on due to new algorithmic primitives that it - in principle - unlocks. Thread below on what's new!

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We’d like to announce next week’s virtual seminar on Bayesian Decision-making and Uncertainty! Yingzhen Li (Imperial College London) On Modernising Sparse Gaussian Processes Sign-up link below!

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PSA: If your GitHub Pro account expires - for instance due to a slow edu discount renewal - your GitHub Pages will go offline ***and might redirect to a SPAM website***! I have no idea technically how. If you land in this situation, move your DNS off GH pages immediately!

We’d like to announce next week’s virtual seminar on Bayesian Decision-making and Uncertainty! Frank Hutter · University of Freiburg Accurate predictions on small data (and time series) with the tabular foundation model TabPFN Sign-up link below! gp-seminar-series.github.io

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New preprint! This is a hardcore technical paper on Thompson sampling - as a strategy for the so-called online learning game. I think it's one of the most long-term important things I have ever worked on due to what it makes possible. That needs explaining: thread below! arxiv.org/abs/2502.14790

An Adversarial Analysis of Thompson Sampling for Full-information Online Learning: from Finite to Infinite Action Spaces

We develop an analysis of Thompson sampling for online learning under full feedback - also known as prediction with expert advice - where the learner's prior is defined over the space of an adversary'...

arxiv.org