activity
20192022
most citedFlexiBERT: Are Current Transformer Architectures too Homogeneous and Rigid?

2 citations · 2 across the 3 of their papers we have counts for

collaborators

5 papers

cs.LG20222 cited

FlexiBERT: Are Current Transformer Architectures too Homogeneous and Rigid?

Shikhar Tuli, Bhishma Dedhia, Shreshth Tuli +1

The existence of a plethora of language models makes the problem of selecting the best one for a custom task challenging. Most state-of-the-art methods leverage transformer-based m…

cs.LG2020

Lower Bounds for Policy Iteration on Multi-action MDPs

Kumar Ashutosh, Sarthak Consul, Bhishma Dedhia +3

Policy Iteration (PI) is a classical family of algorithms to compute an optimal policy for any given Markov Decision Problem (MDP). The basic idea in PI is to begin with some initi…

eess.SY2020

On Minimizing Channel-Aware Age of Information in a Multi-Sensor Setting

Bhishma Dedhia, Sharayu Moharir

We propose a variant of the Age of Information (AoI) metric called Channel-Aware Age of Information (CA-AoI). Unlike AoI, CA-AoI takes into account the channel conditions between t…

cs.LG2019

Analysis of Lower Bounds for Simple Policy Iteration

Sarthak Consul, Bhishma Dedhia, Kumar Ashutosh +1

Policy iteration is a family of algorithms that are used to find an optimal policy for a given Markov Decision Problem (MDP). Simple Policy iteration (SPI) is a type of policy iter…

eess.IV2019

Saliency Prediction for Omnidirectional Images Considering Optimization on Sphere Domain

Bhishma Dedhia, Jui-Chiu Chiang, Yi-Fan Char

There are several formats to describe the omnidirectional images. Among them, equirectangular projection (ERP), represented as 2D image, is the most widely used format. There exist…