Efficient and Intelligent Computing Lab

Bringing powerful machine-learning systems to daily-life devices | Director: Dr. Yingyan Lin | GaTech CS | #ML #hardware #accelerators #greenAI

[Yingyan (Celine) Lin @CelineLinatGT]

@JeffDean @moderncpp7 @clu_cheng @NeurIPSConf @drfeifei @jhyuxm @edchi Racism directed at any group of people is unacceptable. This time, it targets Chinese students; next time, it could be another. Generalizing the (assumed) behavior of one individual to an entire group is neither professional nor scholarly.

Thank you @jeffdean for speaking up!

[Efficient and Intelligent Computing Lab @eiclab]

3. 𝗛𝗶𝗻𝘁-𝗔𝘂𝗴: 𝗗𝗿𝗮𝘄𝗶𝗻𝗴 𝗛𝗶𝗻𝘁𝘀 𝗳𝗿𝗼𝗺 𝗩𝗶𝘀𝗶𝗼𝗻 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 𝗠𝗼𝗱𝗲𝗹𝘀 𝘁𝗼𝘄𝗮𝗿𝗱𝘀 𝗕𝗼𝗼𝘀𝘁𝗲𝗱 𝗙𝗲𝘄-𝘀𝗵𝗼𝘁 𝗣𝗮𝗿𝗮𝗺𝗲𝘁𝗲𝗿-𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝘁 𝗩𝗶𝗧 𝗧𝘂𝗻𝗶𝗻𝗴

https://t.co/jengBhJ204

[Efficient and Intelligent Computing Lab @eiclab]

The recorded presentations of our previous three accepted CVPR papers are available! 🙂

[Efficient and Intelligent Computing Lab @eiclab]

2. 𝗖𝗮𝘀𝘁𝗹𝗶𝗻𝗴-𝗩𝗶𝗧: 𝗖𝗼𝗺𝗽𝗿𝗲𝘀𝘀𝗶𝗻𝗴 𝗦𝗲𝗹𝗳-𝗔𝘁𝘁𝗲𝗻𝘁𝗶𝗼𝗻 𝘃𝗶𝗮 𝗦𝘄𝗶𝘁𝗰𝗵𝗶𝗻𝗴 𝗧𝗼𝘄𝗮𝗿𝗱𝘀 𝗟𝗶𝗻𝗲𝗮𝗿-𝗔𝗻𝗴𝘂𝗹𝗮𝗿 𝗔𝘁𝘁𝗲𝗻𝘁𝗶𝗼𝗻 𝗗𝘂𝗿𝗶𝗻𝗴 𝗩𝗶𝘀𝗶𝗼𝗻 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗲𝗿 𝗜𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲

https://t.co/2WH3xlKklB

[Efficient and Intelligent Computing Lab @eiclab]

1. 𝗔𝘂𝘁𝗼-𝗖𝗔𝗥𝗗: 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝘁 𝗮𝗻𝗱 𝗥𝗼𝗯𝘂𝘀𝘁 𝗖𝗼𝗱𝗲𝗰 𝗔𝘃𝗮𝘁𝗮𝗿 𝗗𝗿𝗶𝘃𝗶𝗻𝗴 𝗳𝗼𝗿 𝗥𝗲𝗮𝗹-𝘁𝗶𝗺𝗲 𝗠𝗼𝗯𝗶𝗹𝗲 𝗧𝗲𝗹𝗲𝗽𝗿𝗲𝘀𝗲𝗻𝗰𝗲

https://t.co/6hLOUOYdzn

[Efficient and Intelligent Computing Lab @eiclab]

Our paper titled “An Investigation on Hardware-Aware Vision Transformer Scaling” was accepted by the Transactions on Embedded Computing Systems (https://t.co/nkMH1pIJHc)!

Congratulations to Chaojian Li!

[Efficient and Intelligent Computing Lab @eiclab]

Congratulations to @ranery1998 (Haoran You) for being selected by the College of Computing Awards Committee to receive the 𝗢𝘂𝘁𝘀𝘁𝗮𝗻𝗱𝗶𝗻𝗴 𝗚𝗿𝗮𝗱𝘂𝗮𝘁𝗲 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗔𝘀𝘀𝗶𝘀𝘁𝗮𝗻𝘁 𝗔𝘄𝗮𝗿𝗱!

https://t.co/3v8l6SyJLx

[Efficient and Intelligent Computing Lab @eiclab]

2. Gen-NeRF: Efficient and Generalizable Neural Radiance Fields via Algorithm-Hardware Co-Design

Yonggan Fu*, Zhifan Ye*, Jiayi Yuan, Shunyao Zhang, Sixu Li, Haoran You, Yingyan (Celine) Lin

[Efficient and Intelligent Computing Lab @eiclab]

Two papers accepted to ISCA 2023 (https://t.co/6RJmNr05qH), Orlando, here we come! 🙂

[Efficient and Intelligent Computing Lab @eiclab]

1. Instant-3D: Instant Neural Radiance Fields Training Towards Real-Time AR/VR 3D Reconstruction

Sixu Li*, Chaojian Li*, Wenbo Zhu, Boyang (Tony) Yu, Yang Zhao, Cheng Wan, Haoran You, Huihong Shi, Yingyan (Celine) Lin

[Efficient and Intelligent Computing Lab @eiclab]

Zhongzhi Yu*, Shang Wu*, Yonggan Fu, Cheng Wan, Shunyao Zhang, Chaojian Li, Yingyan (Celine) Lin

[Efficient and Intelligent Computing Lab @eiclab]

Three papers accepted to CVPR 2023 (https://t.co/msEkw9XkGP), Vancouver, here we come! 🙂

[Efficient and Intelligent Computing Lab @eiclab]

3. 𝗛𝗶𝗻𝘁-𝗔𝘂𝗴: 𝗗𝗿𝗮𝘄𝗶𝗻𝗴 𝗛𝗶𝗻𝘁𝘀 𝗳𝗿𝗼𝗺 𝗩𝗶𝘀𝗶𝗼𝗻 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 𝗠𝗼𝗱𝗲𝗹𝘀 𝘁𝗼𝘄𝗮𝗿𝗱𝘀 𝗕𝗼𝗼𝘀𝘁𝗲𝗱 𝗙𝗲𝘄-𝘀𝗵𝗼𝘁 𝗣𝗮𝗿𝗮𝗺𝗲𝘁𝗲𝗿-𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝘁 𝗩𝗶𝗧 𝗧𝘂𝗻𝗶𝗻𝗴

[Efficient and Intelligent Computing Lab @eiclab]

Paper: https://t.co/jtlTPtDv9Y
Code: https://t.co/AMSTgYvrPg
Project: https://t.co/QsiLjkdDzg

Haoran You*, Yunyang Xiong*, Xiaoliang Dai, Bichen Wu, Peizhao Zhang, Haoqi Fan, Peter Vajda, Yingyan (Celine) Lin

[Efficient and Intelligent Computing Lab @eiclab]

2. 𝗖𝗮𝘀𝘁𝗹𝗶𝗻𝗴-𝗩𝗶𝗧: 𝗖𝗼𝗺𝗽𝗿𝗲𝘀𝘀𝗶𝗻𝗴 𝗦𝗲𝗹𝗳-𝗔𝘁𝘁𝗲𝗻𝘁𝗶𝗼𝗻 𝘃𝗶𝗮 𝗦𝘄𝗶𝘁𝗰𝗵𝗶𝗻𝗴 𝗧𝗼𝘄𝗮𝗿𝗱𝘀 𝗟𝗶𝗻𝗲𝗮𝗿-𝗔𝗻𝗴𝘂𝗹𝗮𝗿 𝗔𝘁𝘁𝗲𝗻𝘁𝗶𝗼𝗻 𝗗𝘂𝗿𝗶𝗻𝗴 𝗩𝗶𝘀𝗶𝗼𝗻 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗲𝗿 𝗜𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲

[Efficient and Intelligent Computing Lab @eiclab]

1. 𝗔𝘂𝘁𝗼-𝗖𝗔𝗥𝗗: 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝘁 𝗮𝗻𝗱 𝗥𝗼𝗯𝘂𝘀𝘁 𝗖𝗼𝗱𝗲𝗰 𝗔𝘃𝗮𝘁𝗮𝗿 𝗗𝗿𝗶𝘃𝗶𝗻𝗴 𝗳𝗼𝗿 𝗥𝗲𝗮𝗹-𝘁𝗶𝗺𝗲 𝗠𝗼𝗯𝗶𝗹𝗲 𝗧𝗲𝗹𝗲𝗽𝗿𝗲𝘀𝗲𝗻𝗰𝗲

Yonggan Fu, Yuecheng Li, Chenghui Li, Jason Saragih, Peizhao Zhang, Xiaoliang Dai, Yingyan (Celine) Lin

[Randall Balestriero @randall_balestr]

Awesome website summarizing our latest TMLR paper demonstrating how deep networks pruning can be easily explained/visualized and improved simply by formulating it in terms of the DN's spline partition!
Paper: https://t.co/30CXYmAWKM
Code: https://t.co/heGXelObVh

[Efficient and Intelligent Computing Lab @eiclab]

Yang (Katie) Zhao, Shang Wu, Jingqun Zhang, Sixu Li, Chaojian Li, Yingyan (Celine) Lin

Paper links will be updated soon.

[Efficient and Intelligent Computing Lab @eiclab]

Three papers accepted to DAC 2023 (https://t.co/oX5N7NXScb), Moscone West, here we come! 🙂 !

[Efficient and Intelligent Computing Lab @eiclab]

3. 𝗜𝗻𝘀𝘁𝗮𝗻𝘁-𝗡𝗲𝗥𝗙: 𝗜𝗻𝘀𝘁𝗮𝗻𝘁 𝗢𝗻-𝗗𝗲𝘃𝗶𝗰𝗲 𝗡𝗲𝘂𝗿𝗮𝗹 𝗥𝗮𝗱𝗶𝗮𝗻𝗰𝗲 𝗙𝗶𝗲𝗹𝗱 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴 𝘃𝗶𝗮 𝗔𝗹𝗴𝗼𝗿𝗶𝘁𝗵𝗺-𝗔𝗰𝗰𝗲𝗹𝗲𝗿𝗮𝘁𝗼𝗿 𝗖𝗼-𝗗𝗲𝘀𝗶𝗴𝗻𝗲𝗱 𝗡𝗲𝗮𝗿-𝗠𝗲𝗺𝗼𝗿𝘆 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴

[Efficient and Intelligent Computing Lab @eiclab]

2. 𝗡𝗲𝘁𝗕𝗼𝗼𝘀𝘁𝗲𝗿: 𝗘𝗺𝗽𝗼𝘄𝗲𝗿𝗶𝗻𝗴 𝗧𝗶𝗻𝘆 𝗗𝗲𝗲𝗽 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗕𝘆 𝗦𝘁𝗮𝗻𝗱𝗶𝗻𝗴 𝗼𝗻 𝘁𝗵𝗲 𝗦𝗵𝗼𝘂𝗹𝗱𝗲𝗿𝘀 𝗼𝗳 𝗗𝗲𝗲𝗽 𝗚𝗶𝗮𝗻𝘁𝘀

Zhongzhi Yu, Yonggan Fu, Jiayi Yuan, Haoran You, Yingyan (Celine) Lin