Mahdi Nikdast | DeepAI

DeepAI AI Chat

Featured Co-authors

Sudeep Pasricha
48 publications
Krishnendu Chakrabarty
11 publications
Febin Sunny
10 publications
Ishan Thakkar
9 publications
Sanmitra Banerjee
7 publications
Felipe Gohring de Magalhaes
5 publications
Gabriela Nicolescu
5 publications
Amin Shafiee
5 publications
Ebadollah Taheri
5 publications
Asif Mirza
5 publications
Febin P Sunny
3 publications

∙ 09/05/2023

Integrated Photonic AI Accelerators under Hardware Security Attacks: Impacts and Countermeasures

Integrated photonics based on silicon photonics platform is driving seve...

0 Felipe Gohring de Magalhaes, et al. ∙

∙ 08/07/2023

Analysis of Optical Loss and Crosstalk Noise in MZI-based Coherent Photonic Neural Networks

With the continuous increase in the size and complexity of machine learn...

0 Amin Shafiee, et al. ∙

∙ 07/04/2023

GHOST: A Graph Neural Network Accelerator using Silicon Photonics

Graph neural networks (GNNs) have emerged as a powerful approach for mod...

0 Salma Afifi, et al. ∙

∙ 03/28/2023

Design Space Exploration for PCM-based Photonic Memory

The integration of silicon photonics (SiPh) and phase change materials (...

0 Amin Shafiee, et al. ∙

∙ 03/22/2023

TRON: Transformer Neural Network Acceleration with Non-Coherent Silicon Photonics

Transformer neural networks are rapidly being integrated into state-of-t...

0 Salma Afifi, et al. ∙

∙ 03/22/2023

Cross-Layer Design for AI Acceleration with Non-Coherent Optical Computing

Emerging AI applications such as ChatGPT, graph convolutional networks, ...

0 Febin Sunny, et al. ∙

∙ 01/28/2023

Machine Learning Accelerators in 2.5D Chiplet Platforms with Silicon Photonics

Domain-specific machine learning (ML) accelerators such as Google's TPU ...

0 Febin Sunny, et al. ∙

∙ 08/31/2022

RecLight: A Recurrent Neural Network Accelerator with Integrated Silicon Photonics

Recurrent Neural Networks (RNNs) are used in applications that learn dep...

0 Febin Sunny, et al. ∙

∙ 08/08/2022

ReSiPI: A Reconfigurable Silicon-Photonic 2.5D Chiplet Network with PCMs for Energy-Efficient Interposer Communication

2.5D chiplet systems have been proposed to improve the low manufacturing...

0 Ebadollah Taheri, et al. ∙

∙ 07/22/2022

Characterizing Coherent Integrated Photonic Neural Networks under Imperfections

Integrated photonic neural networks (IPNNs) are emerging as promising su...

0 Sanmitra Banerjee, et al. ∙

∙ 05/17/2022

A Silicon Photonic Accelerator for Convolutional Neural Networks with Heterogeneous Quantization

Parameter quantization in convolutional neural networks (CNNs) can help ...

0 Febin Sunny, et al. ∙

∙ 04/19/2022

Characterization and Optimization of Integrated Silicon-Photonic Neural Networks under Fabrication-Process Variations

Silicon-photonic neural networks (SPNNs) have emerged as promising succe...

0 Asif Mirza, et al. ∙

∙ 04/08/2022

LoCI: An Analysis of the Impact of Optical Loss and Crosstalk Noise in Integrated Silicon-Photonic Neural Networks

Compared to electronic accelerators, integrated silicon-photonic neural ...

0 Amin Shafiee, et al. ∙

∙ 12/16/2021

DeFT: A Deadlock-Free and Fault-Tolerant Routing Algorithm for 2.5D Chiplet Networks

By interconnecting smaller chiplets through an interposer, 2.5D integrat...

0 Ebadollah Taheri, et al. ∙

∙ 12/14/2021

Pruning Coherent Integrated Photonic Neural Networks Using the Lottery Ticket Hypothesis

Singular-value-decomposition-based coherent integrated photonic neural n...

0 Sanmitra Banerjee, et al. ∙

∙ 12/11/2021

CHAMP: Coherent Hardware-Aware Magnitude Pruning of Integrated Photonic Neural Networks

We propose a novel hardware-aware magnitude pruning technique for cohere...

0 Sanmitra Banerjee, et al. ∙

∙ 09/09/2021

SONIC: A Sparse Neural Network Inference Accelerator with Silicon Photonics for Energy-Efficient Deep Learning

Sparse neural networks can greatly facilitate the deployment of neural n...

0 Febin Sunny, et al. ∙

∙ 07/12/2021

ROBIN: A Robust Optical Binary Neural Network Accelerator

Domain specific neural network accelerators have garnered attention beca...

0 Febin P Sunny, et al. ∙

∙ 03/16/2021

ARXON: A Framework for Approximate Communication over Photonic Networks-on-Chip

The approximate computing paradigm advocates for relaxing accuracy goals...

0 Febin Sunny, et al. ∙

∙ 02/16/2021

AdEle: An Adaptive Congestion-and-Energy-Aware Elevator Selection for Partially Connected 3D NoCs

By lowering the number of vertical connections in fully connected 3D net...

0 Ebadollah Taheri, et al. ∙

∙ 02/13/2021

CrossLight: A Cross-Layer Optimized Silicon Photonic Neural Network Accelerator

Domain-specific neural network accelerators have seen growing interest i...

0 Febin Sunny, et al. ∙

∙ 01/05/2021

A Survey on Silicon Photonics for Deep Learning

Deep learning has led to unprecedented successes in solving some very di...

0 Febin P Sunny, et al. ∙

∙ 12/19/2020

Modeling Silicon-Photonic Neural Networks under Uncertainties

Silicon-photonic neural networks (SPNNs) offer substantial improvements ...

0 Sanmitra Banerjee, et al. ∙

Are you a researcher?
Expose your work
to one of the largest
A.I. communities in the world