The HALO Workshop Program Agenda

Thursday, November 3rd, 2022

Welcome to the ICCAD Workshop on Hardware and Algorithms for Learning On-a-chip (HALO 2022) !

San Diego, California, USA; Zoom link

Opening and Introduction

9:00am - 9:05am PST

Yingyan (Celine) Lin, Georgia Institute of Technology


Keynote Talk 1

Speaker: Brucek Khailany, Nvidia, 9:05am - 9:55am PST


Talk Title: "Energy-Efficient Deep Learning Inference Accelerator Research"


Session 1

Speaker: Priyadarshini Panda, Yale University, 9:55am - 10:30am PST


Talk Title: "Exploring Robustness and Efficiency through Spike-based Machine Intelligence"


Speaker: Song Han, MIT, 10:30am - 11:05am PST


Talk Title: "On-device Training Under 256kB Memory "


Speaker: Haitong Li, Purdue University, 11:05am - 11:40am PST


Talk Title: "Nanotechnology-Inspired AI Hardware for Learning and Inference"


Lunch & Break: 11:40am - 12:40pm PST

Session 2

Speaker: Christopher Torng, Stanford University, 12:40pm - 1:20pm PST


Talk Title: "AHA: An Agile Approach to Compiler-Accelerator Co-Design with Coarse-Grained Reconfigurable Arrays for Image Processing and Machine Learning Application"


Speaker: Zhen Dong, University of California, Berkeley, 1:20pm - 1:55pm PST


Talk Title: "Efficient Deep Learning via Quantization and HW-SW Co-Design"


Speaker: Tushar Krishna, Georgia Institute of Technology, 1:55pm - 2:20pm PST


Talk Title: "Demystifying Map-Space Exploration for Deep Learning Accelerators"


Break: 2:20pm - 2:25pm PST

Session 3

Speaker: Yu Cheng, Microsoft, 2:25pm - 3:00pm PST

Talk Title: "Towards Flexible Resource-Efficient Fine-Tuning"


Speaker: Tinoosh Mohsenin, University of Maryland, Baltimore County, 3:00pm - 3:35pm PST


Talk Title: "When Intelligence Moves to the Low Power Autonomous Systems"


Speaker: Tom St. John, Cruise LLC, 3:35pm - 4:10pm PST


Talk Title: "Towards a Benchmark for Automotive Computing"


Break: 4:10pm - 4:20pm PST

Keynote Talk 2

Speaker: Pete Warden, Stanford University, 4:20pm - 5:05pm PST


Talk Title: "Why Isn't There More Learning on the Edge?"


Closing Remarks

5:05pm - 5:10pm PST

Yingyan (Celine) Lin, Georgia Institute of Technology