Portfolio item number 1
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Posts by Collection
portfolio
Portfolio item number 2
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publications
Fair Image Generation from Pre-trained Models by Probabilistic Modeling
Published in In the Safe Generative AI Workshop at NeurIPS, 2024
On the Hardness of Approximating Distributions with Tractable Probabilistic Models
Published in NeurIPS, 2025
TLDR: We investigate the hardness of approximating distributions with TPMs. Our main results show the NP-hardness of approximation with a bounded f-divergence for any model which can tractably marginalize, and an exponential lower bound on the size of a deterministic, decomposable probabilisitic circuit representing a distribution exactly encoded by a decomposable probabilistic circuit. We also have a number of results related to bounded f-divergence and approximate inference guarantees.
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
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