Photos are available here.
Date:
Sunday, April 28, 2024
Location:
Scripps I, Hilton La Jolla Torrey Pines, San Diego, California
8:45AM-9:00AM: Opening
9:00AM-10:00AM: Keynote
"Event-Driven Sensory Neuromorphic Computing for Adaptive Edge Intelligence"
University of California, San Diego
10:00AM-10:30AM: Break
10:30AM-10:45AM:
"A Stochastic Computing Microarchitecture for Differential Equations"
Siting Liu
Shanghaitech University
10:45AM-11:00AM:
"Exploration of Unary Arithmetic-Based Matrix Multiply Units for Low Precision DL Accelerators"
Prabhu Vellaisamy, Harideep Nair, Di Wu*, Shawn Blanton, John Paul Shen
Carnegie Mellon University, University of Central Florida*
11:00AM-11:15AM:
"Stochastic Computing As A Defense Mechanism: Securing Neural Networks Against Adversarial Attacks"
Faeze Sadat Banitaba, Sercan Aygun, Xiaosu Guo*, Hassan Najafi, Bingzhe Li*
University of Louisiana at Lafayette, University of Texas at Dallas*
11:15AM-11:30AM:
"A Fully Temporal Leaky Integrate Fire Neuron"
Rhys Gretsch, Timothy Sherwood
University of California, Santa Barbara
11:30AM-11:45AM:
"Ultra Low-Cost Trigonometric Functions Design in Stochastic Computing"
Sercan Aygun, Mehran Shoushtari Moghadam, Hassan Najafi
University of Louisiana at Lafayette
11:45AM-12:00AM:
"BitFit: Bitstream-Aware Training for Stochastic Neural Networks"
Nitya Joshi, Kyle Daruwalla*, Mikko Lipasti
University of Wisconsin-Madison, Cold Spring Harbor Laboratory*
12:00AM-13:30AM: Lunch
13:30AM-15:00AM: Roadmap discussion
"Positioning Unary Computing in Modern Computer Systems"