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Nikdast, Mahdi

  1. Roadmap on Neuromorphic Photonics
    2025/01/14 by Daniel Brunner, Bhavin J. Shastri, Brunner, Daniel +328 · 2 voices · 12 citations
    Computer Science · Engineering · Physics and Astronomy · #Advanced Memory and Neural Computing #Neural Networks and Applications #Neural Networks and Reservoir Computing #cs.ET #physics.app-ph #physics.optics
  2. A Survey on Silicon Photonics for Deep Learning
    2021/01/05 by Febin P Sunny, Sunny, Febin P, Ebadollah Taheri +5 · 1 voice · 1 citation
    Computer Science · #B.7.m #C.5.4 #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #I.2 #cs.AR #cs.ET
  3. TRON: Transformer Neural Network Acceleration with Non-Coherent Silicon Photonics
    2023/03/22 by Salma Afifi, Afifi, Salma, Febin Sunny +5 · 3 citations
    Computer Science · Engineering · #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Optical Network Technologies #Photonic and Optical Devices
  4. CrossLight: A Cross-Layer Optimized Silicon Photonic Neural Network Accelerator
    2021/02/13 by Sunny, Febin, Mirza, Asif, Nikdast, Mahdi +1 · 2 citations
    #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
  5. ReSiPI: A Reconfigurable Silicon-Photonic 2.5D Chiplet Network with PCMs for Energy-Efficient Interposer Communication
    2022/08/08 by Ebadollah Taheri, Sudeep Pasricha, Taheri, Ebadollah +3 · 2 citations
    Engineering · #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #Optical Network Technologies #Optics (physics.optics) #Photonic and Optical Devices #Semiconductor Lasers and Optical Devices
  6. Modeling Silicon-Photonic Neural Networks under Uncertainties
    2020/12/19 by Banerjee, Sanmitra, Nikdast, Mahdi, Chakrabarty, Krishnendu · 1 citation
    #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Optics (physics.optics)
  7. SONIC: A Sparse Neural Network Inference Accelerator with Silicon Photonics for Energy-Efficient Deep Learning
    2021/09/09 by Febin Sunny, Sunny, Febin, Mahdi Nikdast +3 · 1 citation
    Computer Science · Engineering · #Neural Networks and Reservoir Computing #Photonic and Optical Devices #Optical Network Technologies
  8. DeFT: A Deadlock-Free and Fault-Tolerant Routing Algorithm for 2.5D Chiplet Networks
    2021/12/16 by Taheri, Ebadollah, Pasricha, Sudeep, Nikdast, Mahdi · 1 citation
    #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
  9. Compact and Low-Loss PCM-based Silicon Photonic MZIs for Photonic Neural Networks
    2023/08/18 by Amin Shafiee, Shafiee, Amin, Sanmitra Banerjee +7 · 2 citations
    Computer Science · Engineering · #Neural Networks and Reservoir Computing #Photonic and Optical Devices #Optical Network Technologies
  10. ROBIN: A Robust Optical Binary Neural Network Accelerator
    2021/07/12 by Sunny, Febin P., Mirza, Asif, Nikdast, Mahdi +1 · 1 citation
    #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
  11. CHAMP: Coherent Hardware-Aware Magnitude Pruning of Integrated Photonic Neural Networks
    2021/12/11 by Sanmitra Banerjee, Mahdi Nikdast, Banerjee, Sanmitra +5 · 1 citation
    Computer Science · Engineering · #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Optical Network Technologies #Photonic and Optical Devices
  12. Accelerating Neural Networks for Large Language Models and Graph Processing with Silicon Photonics
    2024/01/12 by Salma Afifi, Febin Sunny, Afifi, Salma +5 · 1 citation
    Computer Science · Engineering · #Neural Networks and Reservoir Computing #Ferroelectric and Negative Capacitance Devices #Advanced Memory and Neural Computing
  13. A Silicon Photonic Accelerator for Convolutional Neural Networks with Heterogeneous Quantization
    2022/05/17 by Febin Sunny, Sunny, Febin, Mahdi Nikdast +3 · 1 citation
    Computer Science · Engineering · Physics and Astronomy · #Advanced Fiber Laser Technologies #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Photonic and Optical Devices
  14. Lightator: An Optical Near-Sensor Accelerator with Compressive Acquisition Enabling Versatile Image Processing
    2024/03/08 by Mehrdad Morsali, Morsali, Mehrdad, Brendan Reidy +15 · 1 citation
    Engineering · Chemical Engineering · #CCD and CMOS Imaging Sensors #Analytical Chemistry and Sensors #Advanced optical system design