Joy Qiping Yang

activity

20222026

most citedIndependence Testing for Bounded Degree Bayesian Network

2 citations · 2 across the 8 of their papers we have counts for

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3 papers · 1 filter

cs.LG2024

Asymptotics of Language Model Alignment

Joy Qiping Yang, Salman Salamatian, Ziteng Sun +2

Let $p$ denote a generative language model. Let $r$ denote a reward model that returns a scalar that captures the degree at which a draw from $p$ is preferred. The goal of language…

cs.LG2023

Learning bounded-degree polytrees with known skeleton

Davin Choo, Joy Qiping Yang, Arnab Bhattacharyya +1

We establish finite-sample guarantees for efficient proper learning of bounded-degree polytrees, a rich class of high-dimensional probability distributions and a subclass of Bayesi…

cs.LG2023

Near-Optimal Degree Testing for Bayes Nets

Vipul Arora, Arnab Bhattacharyya, Clément L. Canonne +1

This paper considers the problem of testing the maximum in-degree of the Bayes net underlying an unknown probability distribution $P$ over ${0, 1}^{n}$ , given sample access to $P$ .…