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Recordings

Video recordings of all the sessions are avaiable here

Welcome

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• Joshua Yang (Symposium Co-Chair)
  • Professor of Electrical and Computer Engineering, Viterbi School of Engineering
• Yolanda Gil (Symposium Co-Chair)
  • Senior Director, Information Sciences Institute, Viterbi School of Engineering; Director, Data Science Programs, Computer Science Department, Viterbi School of Engineering; Research Professor of Computer Science, Viterbi School of Engineering
• Yannis Yortsos
  • Dean of the Viterbi School of Engineering; Zohrab A. Kaprielian Dean’s Chair in Engineering and Chester Dolley Professor of Chemical and Petroleum Engineering, Viterbi School of Engineering
• Craig Knoblock
  • Keston Executive Director, Information Sciences Institute, Viterbi School of Engineering; Vice Dean of Engineering, Viterbi School of Engineering; Research Professor of Computer Science, Viterbi School of Engineering

Session I: TinyML – Machine Learning for edge devices

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• Session chair: Jonathan May
  • Research Associate Professor of Computer Science, Viterbi School of Engineering; Research Team Leader, Information Sciences Institute, Viterbi School of Engineering
• Neural inertial navigation in ultra-resource-constrained (URC) devices by Luis Garcia
  • Research Assistant Professor of Computer Science, Viterbi School of Engineering; Research Lead, Information Sciences Institute, Viterbi School of Engineering
• Embedding deep learning models within tiny IoT devices by Peter Beerel
  • Professor of Electrical and Computer Engineering, Viterbi School of Engineering
• Distributed transformer models in edge environments by John Paul Walters
  • Research Director, Information Sciences Institute, Viterbi School of Engineering
• Collaborative training of large models at the edge by Salman Avestimehr
  • Dean’s Professor of Electrical and Computer Engineering and Computer Science, Viterbi School of Engineering

Session II: Neuromorphic computing

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• Session chair: Stephen Crago
  • Associate Director, Information Sciences Institute, Viterbi School of Engineering; Research Associate Professor of Electrical and Computer Engineering, Viterbi School of Engineering
• Brain–machine interfaces for probing the neural mechanisms of emotion regulation by Maryam Shanechi
  • Andrew and Erna Viterbi Early Career Chair and Associate Professor of Electrical and Computer Engineering - Systems, Biomedical Engineering, and Computer Science, Viterbi School of Engineering
• Sensing biosignals through electronic skin by Yasser Khan
  • Assistant Professor of Electrical and Computer Engineering, Viterbi School of Engineering
• Computational models for hippocampal memory prostheses by Dong Song
  • Research Associate Professor of Biomedical Engineering, Viterbi School of Engineering

• Neuromorphic image sensors through retina-inspired circuits by Akhilesh Jaiswal

  • Research Assistant Professor of Electrical and Computer Engineering, Viterbi School of Engineering; Research Scientist, Information Sciences Institute, Viterbi School of Engineering

Invited Talks

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Invited Talk:

• AI to Advance Edge Computing for Next-Generation Networks by Yiran Chen
  • Professor of Electrical and Computer Engineering, Duke University

Special Presentation:

• Opportunities for AI on the Edge Under the DOD Microelectronics Commons Program by Stephen Crago
  • Associate Director, Information Sciences Institute, Viterbi School of Engineering; Research Associate Professor of Electrical and Computer Engineering, Viterbi School of Engineering

Session III: Hardware-software co-design

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• Session chair: Keith Chugg
  • Professor of Electrical and Computer Engineering, Viterbi School of Engineering
• Out-of-core graph analytics through multi-log memory updates by Murali Annavaram
  • Dean’s Professor of Electrical and Computer Engineering, Viterbi School of Engineering
• Accelerating Graph Neural Networks by Viktor Prasanna
  • Charles Lee Powell Chair in Electrical and Computer Engineering and Professor of Electrical and Computer Engineering and Computer Science, Viterbi School of Engineering
• Processing-in-Pixel-in-Memory-based object Detection and Tracking by Ajey Jacob
  • Director of Advanced Electronics, Information Sciences Institute, Viterbi School of Engineering
• Federated progressive sparsification by Jose Luis Ambite
  • Research Team Leader, Information Sciences Institute, Viterbi School of Engineering; Research Associate Professor of Computer Science, Viterbi School of Engineering

Session IV: Post-CMOS hardware and device materials

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• Session chair: Peter Beerel
  • Professor of Electrical and Computer Engineering
• Phase change materials for energy efficient neuromorphic computing by Jayakanth Ravichandran
  • Associate Professor of Chemical Engineering and Materials Science and Electrical and Computer Engineering, Viterbi School of Engineering
• Single-crystal indium phosphide (InP) field effect transistor (FET)-based artificial synapses by Rehan Kapadia
  • Associate Professor of Electrical and Computer Engineering, Viterbi School of Engineering
• Memristors with thousands of conductance levels for edge AI by Joshua Yang
  • Professor of Electrical and Computer Engineering, Viterbi School of Engineering
• Hybrid analog-digital computing enabled by memristors for mobile robots by Wei Wu
  • Associate Professor of Electrical and Computer Engineering, Viterbi School of Engineering

PANEL DISCUSSION: AI at the Frontiers of Next-Generation Computing Architectures

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• Session chair: Joshua Yang
  • Professor of Electrical and Computer Engineering, Viterbi School of Engineering
• Peter Beerel
  • Professor of Electrical and Computer Engineering, Viterbi School of Engineering
• Ajey Jacob
  • Director of Advanced Electronics, Information Sciences Institute, Viterbi School of Engineering
• Tony Levi
  • Professor of Electrical and Computer Engineering and Physics and Astronomy, Viterbi School of Engineering
• Jonathan May
  • Research Associate Professor of Computer Science, Viterbi School of Engineering; Research Team Leader, Information Sciences Institute, Viterbi School of Engineering

Concluding Remarks and Symposium Closing

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• Ishwar Puri
  • Senior Vice President for Research and Innovation, University of Southern California; Professor of Aerospace and Mechanical Engineering, Viterbi School of Engineering