1 citations · 1 across the 5 of their papers we have counts for
5 papers
Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces
Debjyoti Saha Roy, Byron C. Wallace, Javed A. Aslam
Reasoning-trained language models can select, zero-shot, a small set of relevant labels from thousands to hundreds of thousands of candidates. We ask how they do it mechanistically…
Don't Pay Attention, PLANT It: Pretraining Attention via Learning-to-Rank
Debjyoti Saha Roy, Byron C. Wallace, Javed A. Aslam
State-of-the-art Extreme Multi-Label Text Classification models rely on multi-label attention to focus on key tokens in input text, but learning good attention weights is challengi…
An Online Algorithm for Learning Buyer Behavior under Realistic Pricing Restrictions
Debjyoti Saharoy, Theja Tulabandhula
We propose a new efficient online algorithm to learn the parameters governing the purchasing behavior of a utility maximizing buyer, who responds to prices, in a repeated interacti…
Universal Sets and Cover-Free Families
Debjyoti Saharoy, Shailesh Vaya
We propose a polynomial time construction of an -universal set over alphabet , of size . This is an improvement over the size, $d^{5…
Approximation Algorithms for Budget Constrained Network Upgradeable Problems
Debjyoti Saharoy, Sandeep Sen
We study budget constrained network upgradeable problems. We are given an undirected edge weighted graph where the weight an edge can be upgraded for a cost $c(…