22 citations · 28 across the 9 of their papers we have counts for
4 papers · 1 filter
Analysis of Optical Loss and Crosstalk Noise in MZI-based Coherent Photonic Neural Networks
Amin Shafiee, Sanmitra Banerjee, Krishnendu Chakrabarty +2
With the continuous increase in the size and complexity of machine learning models, the need for specialized hardware to efficiently run such models is rapidly growing. To address…
Pruning Coherent Integrated Photonic Neural Networks Using the Lottery Ticket Hypothesis
Sanmitra Banerjee, Mahdi Nikdast, Sudeep Pasricha +1
Singular-value-decomposition-based coherent integrated photonic neural networks (SC-IPNNs) have a large footprint, suffer from high static power consumption for training and infere…
CHAMP: Coherent Hardware-Aware Magnitude Pruning of Integrated Photonic Neural Networks
Sanmitra Banerjee, Mahdi Nikdast, Sudeep Pasricha +1
We propose a novel hardware-aware magnitude pruning technique for coherent photonic neural networks. The proposed technique can prune 99.45% of network parameters and reduce the st…
Design-Space Exploration and Optimization of an Energy-Efficient and Reliable 3D Small-world Network-on-Chip
Sourav Das, Janardhan Rao Doppa, Partha Pratim Pande +1
A three-dimensional (3D) Network-on-Chip (NoC) enables the design of high performance and low power many-core chips. Existing 3D NoCs are inadequate for meeting the ever-increasing…