– Fuxun Yu and his teammates won the Winner Award for the IEEE Services Hackathon Competition 2020.
– “Federated Learning System for Transportation Mode Prediction based on Personal Mobility”
Year: 2020
Two Papers are Accepted by the 5th ACM/IEEE Symposium on Edge Computing (SEC 2020)
– Two Papers are accepted by the 5th ACM/IEEE Symposium on Edge Computing (SEC) 2020.
“Exploring the Design Space of Efficient Deep Neural Networks”
“Exploring Decentralized Collaboration in Heterogeneous Edge Training”

Dr. Zhuwei Qin – 1st Ph.D. Student Graduation

– Congratulations to Dr. Zhuwei Qin, the first doctoral student who graduated from our laboratory.
– Dr. Qin joins San Francisco State University as an Assistant Professor.

Grant Received from NSF MLWiNS
– Dr. Xiang Chen and the Co-PI Dr. Zhi (Gerry) Tian from George Mason University received grants of $499,999 from the National Science Foundation (NSF).
NSF 2003211
October 1st, 2020 ~ December 31st, 2024
MLWiNS: Decentralized Heterogeneous Deep Learning for Efficient Wireless Spectrum Monitoring

One Paper is Accepted by the 16th European Conference on Computer Vision (ECCV 2020)
– One Paper is accepted by the 33rd IEEE Conference on Computer Vision and Pattern Recognition, Workshop on Vision for all Seasons: Adverse Weather and Lighting Conditions (ECCV) 2020.
“An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices”

One Paper is Accepted by the 33rd IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2020)
– One Paper is accepted by the 33rd IEEE Conference on Computer Vision and Pattern Recognition, Workshop on Vision for all Seasons: Adverse Weather and Lighting Conditions (CVPR-V4AS) 2020.
“Unsupervised Domain Adaptation for Object Detection via Cross-Domain Semi-Supervised Learning”

Best Paper Nomination by the 23rd International Conference on Design Automation and Test in Europe (DATE 2020)
– “AntiDOte: Attention-based Dynamic Optimization for Neural Network Runtime Efficiency ” received the Best Paper Nomination from the 23rd International Conference on Design Automation and Test in Europe (DATE) 2020.

DAC 2020 TPC, Houston, TX
Two Papers are Accepted by the 25th Asia and South Pacific Design Automation Conference (ASP-DAC 2020)
– Three Papers are accepted by the 24th Asia and South Pacific Design Automation Conference (ASP-DAC) 2019.
“LanCe: A Comprehensive and Lightweight CNN Defense Methodology against Physical Adversarial Attacks on Embedded Multimedia Applications”
“Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra-Efficient DNN Implementation”
