Partha Pratim Pande | DeepAI

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Featured Co-authors

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∙ 11/17/2021

ReaLPrune: ReRAM Crossbar-aware Lottery Ticket Pruned CNNs

Training machine learning (ML) models at the edge (on-chip training on e...

0 Biresh Kumar Joardar, et al. ∙

∙ 04/14/2021

Learning Pareto-Frontier Resource Management Policies for Heterogeneous SoCs: An Information-Theoretic Approach

Mobile system-on-chips (SoCs) are growing in their complexity and hetero...

0 Aryan Deshwal, et al. ∙

∙ 03/23/2021

SETGAN: Scale and Energy Trade-off GANs for Image Applications on Mobile Platforms

We consider the task of photo-realistic unconditional image generation (...

0 Nitthilan Kannappan Jayakodi, et al. ∙

∙ 02/16/2021

ReGraphX: NoC-enabled 3D Heterogeneous ReRAM Architecture for Training Graph Neural Networks

Graph Neural Network (GNN) is a variant of Deep Neural Networks (DNNs) o...

0 Aqeeb Iqbal Arka, et al. ∙

∙ 11/30/2020

HeM3D: Heterogeneous Manycore Architecture Based on Monolithic 3D Vertical Integration

Heterogeneous manycore architectures are the key to efficiently execute ...

0 Aqeeb Iqbal Arka, et al. ∙

∙ 03/20/2020

An Energy-Aware Online Learning Framework for Resource Management in Heterogeneous Platforms

Mobile platforms must satisfy the contradictory requirements of fast res...

0 Sumit K. Mandal, et al. ∙

∙ 06/10/2019

Inter-Tier Process Variation-Aware Monolithic 3D NoC Architectures

Monolithic 3D (M3D) technology enables high density integration, perform...

0 Shouvik Musavvir, et al. ∙

∙ 01/29/2019

Trading-off Accuracy and Energy of Deep Inference on Embedded Systems: A Co-Design Approach

Deep neural networks have seen tremendous success for different modaliti...

0 Nitthilan Kannappan Jayakodi, et al. ∙

∙ 10/20/2018

Learning-based Application-Agnostic 3D NoC Design for Heterogeneous Manycore Systems

The rising use of deep learning and other big-data algorithms has led to...

2 Biresh Kumar Joardar, et al. ∙

∙ 12/05/2017

On-Chip Communication Network for Efficient Training of Deep Convolutional Networks on Heterogeneous Manycore Systems

Convolutional Neural Networks (CNNs) have shown a great deal of success ...

0 Wonje Choi, et al. ∙

∙ 11/30/2017

Machine Learning and Manycore Systems Design: A Serendipitous Symbiosis

Tight collaboration between experts of machine learning and manycore sys...

0 Ryan Gary Kim, et al. ∙

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