Osbert Bastani
@obastani.bsky.social
Prof @CIS_Penn @Penn; working on trustworthy machine learning
Reposted by Osbert Bastani
Conformal prediction sets are a useful way to capture uncertainty for LLMs & deep learning models. But they're data-hungry! We propose a semi-bandit algo to learn these sets online. Check out our @icmlconf.bsky.social paper: arxiv.org/abs/2405.13268
Work led by Haosen Ge, w/ @obastani.bsky.social
Work led by Haosen Ge, w/ @obastani.bsky.social
Stochastic Online Conformal Prediction with Semi-Bandit Feedback
Conformal prediction has emerged as an effective strategy for uncertainty quantification by modifying a model to output sets of labels instead of a single label. These prediction sets come with the gu...
arxiv.org
May 6, 2025 at 12:33 AM
Conformal prediction sets are a useful way to capture uncertainty for LLMs & deep learning models. But they're data-hungry! We propose a semi-bandit algo to learn these sets online. Check out our @icmlconf.bsky.social paper: arxiv.org/abs/2405.13268
Work led by Haosen Ge, w/ @obastani.bsky.social
Work led by Haosen Ge, w/ @obastani.bsky.social
Our paper "Generative AI Can Harm Learning" was cited in the 2025 Economic Report of the President -- first paper I've written that someone outside of academia has read! Or at least the abstract 😂
Excited to see our paper "Generative AI Can Harm Learning" cited in Ch 7 of the 2025 Economic Report of the President: whitehouse.gov/cea/written-...
Paper: papers.ssrn.com/sol3/papers...., co-authored with @obastani.bsky.social, Alp, Haosen, Ozge & Rei
Paper: papers.ssrn.com/sol3/papers...., co-authored with @obastani.bsky.social, Alp, Haosen, Ozge & Rei
The 2025 Economic Report of the President | CEA | The White House
Today, the Council of Economic Advisers under the leadership of Chair Jared Bernstein released the 2025 Economic Report of the President, the 79th report since the establishment of CEA in 1946. The 20...
whitehouse.gov
January 11, 2025 at 2:59 AM
Our paper "Generative AI Can Harm Learning" was cited in the 2025 Economic Report of the President -- first paper I've written that someone outside of academia has read! Or at least the abstract 😂