2 papers
cs.CL2026
On Improving Faithfulness of Podcasts from Documents
Soumya Dutta, Tejas Indulal Dhamecha, Pannaga Shivaswamy
Large language models (LLMs) are increasingly used to generate long-form conversational content such as podcasts from textual sources. While these systems produce fluent and engagi…
stat.ML2026
Price of Fairness in Bandits: A Tight Minimax Characterization
Dhruv Sarkar, Soumyadeep Dutta, Sayak Ray Chowdhury
In bandit problems, standard regret-minimizing algorithms treat exploration as an amortized cost, which can expose early participants to unfair ex-ante losses in settings such as c…