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Ritabrata Dutta

3 accepted papers

2025

Your copula is a classifier in disguise: classification-based copula density estimation

AISTATS 2025poster

We propose reinterpreting copula density estimation as a discriminative task. Under this novel estimation scheme, we train a classifier to distinguish samples from the joint density from those of the product of independent marginals, recovering the copula density in the process. We derive equivalenc…

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2022

RSTGen: Imbuing Fine-Grained Interpretable Control into Long-FormText Generators

NAACL 2022long

In this paper, we study the task of improving the cohesion and coherence of long-form text generated by language models. To this end, we propose RSTGen, a framework that utilises Rhetorical Structure Theory (RST), a classical language theory, to control the discourse structure, semantics and topics…