ROBIN: A Robust Optical Binary Neural Network Accelerator

ROBIN: A Robust Optical Binary Neural Network Accelerator

12 July 2021

Papers citing "ROBIN: A Robust Optical Binary Neural Network Accelerator"

15 / 15 papers shown

Title
Towards Experience Replay for Class-Incremental Learning in Fully-Binary Networks Yanis Basso-Bert Anca Molnos Romain Lemaire William Guicquero Antoine Dupret CLL 46 0 0 10 Mar 2025
SafeLight: Enhancing Security in Optical Convolutional Neural Network Accelerators S. Afifi Ishan G. Thakkar S. Pasricha 74 0 0 22 Nov 2024
Optical Computing for Deep Neural Network Acceleration: Foundations, Recent Developments, and Emerging Directions S. Pasricha 67 0 0 30 Jul 2024
OPIMA: Optical Processing-In-Memory for Convolutional Neural Network Acceleration Febin P. Sunny Amin Shafiee Abhishek Balasubramaniam Mahdi Nikdast S. Pasricha 68 1 0 11 Jul 2024
A Comparative Analysis of Microrings Based Incoherent Photonic GEMM Accelerators Sairam Sri Vatsavai Venkata Sai Praneeth Karempudi Oluwaseun Adewunmi Alo Ishan G. Thakkar 20 2 0 05 Feb 2024
Accelerating Neural Networks for Large Language Models and Graph Processing with Silicon Photonics Salma Afifi Febin P. Sunny Mahdi Nikdast S. Pasricha GNN 29 2 0 12 Jan 2024
COMET: A Cross-Layer Optimized Optical Phase Change Main Memory Architecture Febin P. Sunny Amin Shafiee Benoît Charbonnier Mahdi Nikdast S. Pasricha 37 5 0 14 Nov 2023
GHOST: A Graph Neural Network Accelerator using Silicon Photonics S. Afifi Febin P. Sunny Amin Shafiee Mahdi Nikdast S. Pasricha GNN 32 7 0 04 Jul 2023
High-Speed and Energy-Efficient Non-Binary Computing with Polymorphic Electro-Optic Circuits and Architectures Ishan G. Thakkar Sairam Sri Vatsavai Venkata Sai Praneeth Karempudi 36 1 0 15 Apr 2023
Cross-Layer Design for AI Acceleration with Non-Coherent Optical Computing Febin P. Sunny Mahdi Nikdast S. Pasricha 32 5 0 22 Mar 2023
An Optical XNOR-Bitcount Based Accelerator for Efficient Inference of Binary Neural Networks Sairam Sri Vatsavai Venkata Sai Praneeth Karempudi Ishan G. Thakkar MQ 28 4 0 03 Feb 2023
Machine Learning Accelerators in 2.5D Chiplet Platforms with Silicon Photonics Febin P. Sunny Ebadollah Taheri Mahdi Nikdast S. Pasricha 35 10 0 28 Jan 2023
RecLight: A Recurrent Neural Network Accelerator with Integrated Silicon Photonics Febin P. Sunny Mahdi Nikdast S. Pasricha 33 17 0 31 Aug 2022
A Silicon Photonic Accelerator for Convolutional Neural Networks with Heterogeneous Quantization Febin P. Sunny Mahdi Nikdast S. Pasricha MQ 38 16 0 17 May 2022
SONIC: A Sparse Neural Network Inference Accelerator with Silicon Photonics for Energy-Efficient Deep Learning Febin P. Sunny Mahdi Nikdast S. Pasricha 46 22 0 09 Sep 2021