OPIMA: Optical Processing-In-Memory for Convolutional Neural Network Acceleration

F Sunny, A Shafiee, A Balasubramaniam… - arXiv preprint arXiv …, 2024 - arxiv.org
Recent advances in machine learning (ML) have spotlighted the pressing need for
computing architectures that bridge the gap between memory bandwidth and processing …

Accelerating Neural Networks for Large Language Models and Graph Processing with Silicon Photonics

S Afifi, F Sunny, M Nikdast… - 2024 Design, Automation …, 2024 - ieeexplore.ieee.org
In the rapidly evolving landscape of artificial intelligence., large language models (LLMs)
and graph processing have emerged as transformative technologies for natural language …

Silicon Photonic 2.5 D Interposer Networks for Overcoming Communication Bottlenecks in Scale-out Machine Learning Hardware Accelerators

F Sunny, E Taheri, M Nikdast… - 2024 IEEE 42nd VLSI …, 2024 - ieeexplore.ieee.org
Modern machine learning (ML) applications are becoming increasingly complex and
monolithic (single chip) accelerator architectures cannot keep up with their energy efficiency …