Search Results for author: Shrihari Sridharan

Found 4 papers, 0 papers with code

Ev-Edge: Efficient Execution of Event-based Vision Algorithms on Commodity Edge Platforms

no code implementations23 Mar 2024 Shrihari Sridharan, Surya Selvam, Kaushik Roy, Anand Raghunathan

On several state-of-art networks for a range of autonomous navigation tasks, Ev-Edge achieves 1. 28x-2. 05x improvements in latency and 1. 23x-2. 15x in energy over an all-GPU implementation on the NVIDIA Jetson Xavier AGX platform for single-task execution scenarios.

Autonomous Navigation Event-based vision +1

X-Former: In-Memory Acceleration of Transformers

no code implementations13 Mar 2023 Shrihari Sridharan, Jacob R. Stevens, Kaushik Roy, Anand Raghunathan

Transformers have achieved great success in a wide variety of natural language processing (NLP) tasks due to the attention mechanism, which assigns an importance score for every word relative to other words in a sequence.

Blocking

Dynamics of products of nonnegative matrices

no code implementations12 Oct 2020 Sachindranath Jayaraman, Yogesh Kumar Prajapaty, Shrihari Sridharan

The aim of this manuscript is to understand the dynamics of products of nonnegative matrices.

Dynamical Systems 15B48, 15A27, 37H99

TxSim:Modeling Training of Deep Neural Networks on Resistive Crossbar Systems

no code implementations25 Feb 2020 Sourjya Roy, Shrihari Sridharan, Shubham Jain, Anand Raghunathan

To address this challenge, there is a need for tools that can model the functional impact of non-idealities on DNN training and inference.

Computational Efficiency

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