3 citations · 3 across the 3 of their papers we have counts for
3 papers
cs.LG2026
AA-SVD : Anchored and Adaptive SVD for Large Language Model Compression
Atul Kumar Sinha, François Fleuret
We introduce a fast low-rank factorization-based framework for compressing large language models that enables rapid compression of billion-parameter models without retraining. Unli…
cs.LG2023★ 3 cited
DeepEMD: A Transformer-based Fast Estimation of the Earth Mover's Distance
Atul Kumar Sinha, Francois Fleuret
The Earth Mover's Distance (EMD) is the measure of choice between point clouds. However the computational cost to compute it makes it prohibitive as a training loss, and the standa…
cs.IT2015
Low Complexity Opportunistic Interference Alignment in -Transmitter MIMO Interference Channels
Atul Kumar Sinha, A. K. Chaturvedi
In this paper, we propose low complexity opportunistic methods for interference alignment in -transmitter MIMO interference channels by exploiting multiuser diversity. We do not…