activity
20132026
most citedPoWER-BERT: Accelerating BERT Inference via Progressive Word-vector Elimination

33 citations · 37 across the 6 of their papers we have counts for

collaborators

7 papers

cs.SE2026

Revisiting the Role of Natural Language Code Comments in Code Translation

Monika Gupta, Ajay Meena, Anamitra Roy Choudhury +2

The advent of large language models (LLMs) has ushered in a new era in automated code translation across programming languages. Since most code-specific LLMs are pretrained on well…

cs.DC2021

Rightsizing Clusters for Time-Limited Tasks

Venkatesan T. Chakaravarthy, Padmanabha V. Seshadri, Pooja Aggarwal +4

In conventional public clouds, designing a suitable initial cluster for a given application workload is important in reducing the computational foot-print during run-time. In edge…

cs.LG2020★ 33 cited

PoWER-BERT: Accelerating BERT Inference via Progressive Word-vector Elimination

Saurabh Goyal, Anamitra R. Choudhury, Saurabh M. Raje +3

We develop a novel method, called PoWER-BERT, for improving the inference time of the popular BERT model, while maintaining the accuracy. It works by: a) exploiting redundancy pert…

cs.DC2017★ 2 cited

Efficient Inferencing of Compressed Deep Neural Networks

Dharma Teja Vooturi, Saurabh Goyal, Anamitra R. Choudhury +2

Large number of weights in deep neural networks makes the models difficult to be deployed in low memory environments such as, mobile phones, IOT edge devices as well as "inferencin…

cs.DS2014

Rejecting Jobs to Minimize Load and Maximum Flow-time

Anamitra Roy Choudhury, Syamantak Das, Naveen Garg +1

Online algorithms are usually analyzed using the notion of competitive ratio which compares the solution obtained by the algorithm to that obtained by an online adversary for the w…

cs.DS2013

Distributed and Parallel Algorithms for Set Cover Problems with Small Neighborhood Covers

Archita Agarwal, Venkatesan T. Chakaravarthy, Anamitra R. Choudhury +2

In this paper, we study a class of set cover problems that satisfy a special property which we call the {\em small neighborhood cover} property. This class encompasses several well…