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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…

Cited by 0SourcecodeScholar
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…