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

13 February 2021

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

24 / 24 papers shown

Title
A 262 TOPS Hyperdimensional Photonic AI Accelerator powered by a Si3N4 microcomb laser Christos Pappas Antonios Prapas Theodoros Moschos Manos Kirtas Odysseas Asimopoulos ... Alain Yuji Takabayashi John D. Jost Maxim Karpov Anastasios Tefas N. Pleros 83 1 0 05 Mar 2025
SafeLight: Enhancing Security in Optical Convolutional Neural Network Accelerators S. Afifi Ishan G. Thakkar S. Pasricha 76 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 74 1 0 11 Jul 2024
Silicon Photonic 2.5D Interposer Networks for Overcoming Communication Bottlenecks in Scale-out Machine Learning Hardware Accelerators Febin P. Sunny Ebadollah Taheri Mahdi Nikdast S. Pasricha 35 3 0 07 Mar 2024
DOCTOR: Dynamic On-Chip Temporal Variation Remediation Toward Self-Corrected Photonic Tensor Accelerators Haotian Lu Sanmitra Banerjee Jiaqi Gu 58 0 0 05 Mar 2024
HEANA: A Hybrid Time-Amplitude Analog Optical Accelerator with Flexible Dataflows for Energy-Efficient CNN Inference Sairam Sri Vatsavai Venkata Sai Praneeth Karempudi Ishan G. Thakkar 37 0 0 05 Feb 2024
A Comparative Analysis of Microrings Based Incoherent Photonic GEMM Accelerators Sairam Sri Vatsavai Venkata Sai Praneeth Karempudi Oluwaseun Adewunmi Alo Ishan G. Thakkar 26 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 37 2 0 12 Jan 2024
Towards Efficient Hyperdimensional Computing Using Photonics Farbin Fayza Cansu Demirkıran Hanning Chen Che-Kai Liu Avi Mohan ... Sanggeon Yun Mohsen Imani David Zhang D. Bunandar Ajay Joshi 31 0 0 29 Nov 2023
Mirage: An RNS-Based Photonic Accelerator for DNN Training Cansu Demirkıran Guowei Yang D. Bunandar Ajay Joshi 39 1 0 29 Nov 2023
GHOST: A Graph Neural Network Accelerator using Silicon Photonics S. Afifi Febin P. Sunny Amin Shafiee Mahdi Nikdast S. Pasricha GNN 34 7 0 04 Jul 2023
M3ICRO: Machine Learning-Enabled Compact Photonic Tensor Core based on PRogrammable Multi-Operand Multimode Interference Jiaqi Gu Hanqing Zhu Chenghao Feng Zixuan Jiang Ray T. Chen David Z. Pan 39 7 0 31 May 2023
Cross-Layer Design for AI Acceleration with Non-Coherent Optical Computing Febin P. Sunny Mahdi Nikdast S. Pasricha 37 5 0 22 Mar 2023
SCONNA: A Stochastic Computing Based Optical Accelerator for Ultra-Fast, Energy-Efficient Inference of Integer-Quantized CNNs Sairam Sri Vatsavai Venkata Sai Praneeth Karempudi Ishan G. Thakkar S. A. Salehi J. Hastings 28 9 0 14 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
PhotoFourier: A Photonic Joint Transform Correlator-Based Neural Network Accelerator Shurui Li Hangbo Yang C. Wong V. Sorger Puneet Gupta 25 12 0 10 Nov 2022
NeurOLight: A Physics-Agnostic Neural Operator Enabling Parametric Photonic Device Simulation Jiaqi Gu Zhengqi Gao Chenghao Feng Hanqing Zhu Ray T. Chen Duane S. Boning David Z. Pan 32 17 0 19 Sep 2022
RecLight: A Recurrent Neural Network Accelerator with Integrated Silicon Photonics Febin P. Sunny Mahdi Nikdast S. Pasricha 38 17 0 31 Aug 2022
Photonic Reconfigurable Accelerators for Efficient Inference of CNNs with Mixed-Sized Tensors Sairam Sri Vatsavai Ishan G. Thakkar 36 9 0 12 Jul 2022
A Silicon Photonic Accelerator for Convolutional Neural Networks with Heterogeneous Quantization Febin P. Sunny Mahdi Nikdast S. Pasricha MQ 40 16 0 17 May 2022
Implementing Spiking Neural Networks on Neuromorphic Architectures: A Review Phu Khanh Huynh M. L. Varshika A. Paul Murat Isik Adarsha Balaji Anup Das 43 38 0 17 Feb 2022
SONIC: A Sparse Neural Network Inference Accelerator with Silicon Photonics for Energy-Efficient Deep Learning Febin P. Sunny Mahdi Nikdast S. Pasricha 48 22 0 09 Sep 2021
O-HAS: Optical Hardware Accelerator Search for Boosting Both Acceleration Performance and Development Speed Mengquan Li Zhongzhi Yu Yongan Zhang Yonggan Fu Yingyan Lin 24 10 0 17 Aug 2021