Puneet Gupta

发表

High Throughput Multi-Channel Parallelized Diffraction Convolutional Neural Network Accelerator

V. Sorger, M. Miscuglio, Maria Solyanik-Gorgone, 2021, 2112.12297.

FFT-based Convolution Neural Network on Silicon Photonics Platform

V. Sorger, H. Dalir, Hangbo Yang, 2022, 2022 IEEE Photonics Conference (IPC).

Fourier Optical Convolutional Neural Network Accelerator

V. Sorger, M. Miscuglio, H. Dalir, 2021, OSA Advanced Photonics Congress 2021.

SASCHA—Sparsity-Aware Stochastic Computing Hardware Architecture for Neural Network Acceleration

W. Romaszkan, Puneet Gupta, Tianmu Li, 2022, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

Deep Learning Processor

S. Pamarti, W. Romaszkan, Puneet Gupta, 2022 .

A 4.4–75-TOPS/W 14-nm Programmable, Performance- and Precision-Tunable All-Digital Stochastic Computing Neural Network Inference Accelerator

R. Garg, S. Pamarti, W. Romaszkan, 2022, IEEE Solid-State Circuits Letters.

PhotoFourier: A Photonic Joint Transform Correlator-Based Neural Network Accelerator

V. Sorger, Hangbo Yang, C. Wong, 2022, 2023 IEEE International Symposium on High-Performance Computer Architecture (HPCA).

Reducing Latency in Sensing for Optical Convolutional Neural Network

V. Sorger, Maria Solyanik-Gorgone, Zibo Hu, 2022, 2022 IEEE Photonics Conference (IPC).

High‐Throughput Multichannel Parallelized Diffraction Convolutional Neural Network Accelerator

V. Sorger, M. Miscuglio, Maria Solyanik-Gorgone, 2022, Laser & Photonics Reviews.

Batch processing and data streaming Fourier-based convolutional neural network accelerator pdf

Mario Miscuglio, Zibo Hu, Volker J. Sorger, 2022, NanoScience + Engineering.

PIC-based joint transform correlator CNN

A. Babakhani, V. Sorger, C. Wong, 2022, AI and Optical Data Sciences III.

Design and Testing of Integrated Photonic Chip for Convolution Neural Network

V. Sorger, Hangbo Yang, Xiaoxuan Ma, 2022, Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP).

Electro-Optical Hybrid Fourier Neural Network with Amplitude-Only Modulation

Mario Miscuglio, Zibo Hu, Shurui Li, 2020 .

Massively parallel amplitude-only Fourier neural network

V. Sorger, M. Miscuglio, P. Bardet, 2020, AI and Optical Data Sciences II.

Million-Channel Parallelism Fourier-Optic Convolutional Filter and Neural Network Processor

Puneet Gupta, Mario Miscuglio, Zibo Hu, 2020, 2020 Conference on Lasers and Electro-Optics (CLEO).

Channel Tiling for Improved Performance and Accuracy of Optical Neural Network Accelerators

V. Sorger, M. Miscuglio, Shurui Li, 2020, ArXiv.

Training Neural Networks for Execution on Approximate Hardware

Shurui Li, Puneet Gupta, Tianmu Li, 2023, ArXiv.

Programmable On-chip Photonic Machine Learning System Based on Joint Transform Correlator

V. Sorger, Hangbo Yang, Xiaoxuan Ma, 2022, 2022 Conference on Lasers and Electro-Optics (CLEO).

4F optical neural network acceleration: an architecture perspective

Shurui Li, Puneet Gupta, 2022, OPTO.

Low-Energy Shared-Current Write Schemes for Voltage-Controlled Spin-Orbit-Torque Memory

Di Wu, S. Pamarti, Irina Alam, 2023, IEEE Transactions on Electron Devices.

Design, Packaging, and Testing of Silicon Photonics JTC for Convolution Neural Network

V. Sorger, Hangbo Yang, Xiaoxuan Ma, 2023, 2023 IEEE Silicon Photonics Conference (SiPhotonics).

Design and testing of silicon photonic 4F system for convolutional neural networks

V. Sorger, H. Dalir, Hangbo Yang, 2023, OPTO.

Massively-parallel Amplitude-Only Fourier Optical Convolutional Neural Network

Philippe M. Bardet, Mario Miscuglio, Zibo Hu, 2021, 2021 Conference on Lasers and Electro-Optics (CLEO).

Bit-serial Weight Pools: Compression and Arbitrary Precision Execution of Neural Networks on Resource Constrained Processors

Shurui Li, Puneet Gupta, Shurui Li, 2022, MLSys.

Massively parallel amplitude-only Fourier neural network

Philippe M. Bardet, Mario Miscuglio, Zibo Hu, 2020, Optica.

PhotoFourier: silicon photonics joint transfer correlator for convolution neural network

H. Dalir, Hangbo Yang, N. Peserico, 2023, Optical Engineering + Applications.

ReFOCUS: Reusing Light for Efficient Fourier Optics-Based Photonic Neural Network Accelerator

Hangbo Yang, Shurui Li, Puneet Gupta, 2023, 2023 56th IEEE/ACM International Symposium on Microarchitecture (MICRO).