Osbert Bastani

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...

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

06.05.2025 00:33 — 👍 10    🔁 3    💬 0    📌 0

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 😂

11.01.2025 02:59 — 👍 1    🔁 0    💬 0    📌 0

Hello, world!

22.11.2024 19:10 — 👍 2    🔁 0    💬 0    📌 0