Bringing powerful machine-learning systems to daily-life devices | Director: Dr. Yingyan Lin | GaTech CS | #ML #hardware #accelerators #greenAI
Atlanta, GA
Joined July 2022
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Efficient and Intelligent Computing Lab retweeted
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!
3. ๐๐ถ๐ป๐-๐๐๐ด: ๐๐ฟ๐ฎ๐๐ถ๐ป๐ด ๐๐ถ๐ป๐๐ ๐ณ๐ฟ๐ผ๐บ ๐ฉ๐ถ๐๐ถ๐ผ๐ป ๐๐ผ๐๐ป๐ฑ๐ฎ๐๐ถ๐ผ๐ป ๐ ๐ผ๐ฑ๐ฒ๐น๐ ๐๐ผ๐๐ฎ๐ฟ๐ฑ๐ ๐๐ผ๐ผ๐๐๐ฒ๐ฑ ๐๐ฒ๐-๐๐ต๐ผ๐ ๐ฃ๐ฎ๐ฟ๐ฎ๐บ๐ฒ๐๐ฒ๐ฟ-๐๐ณ๐ณ๐ถ๐ฐ๐ถ๐ฒ๐ป๐ ๐ฉ๐ถ๐ง ๐ง๐๐ป๐ถ๐ป๐ด
youtu.be/Ben48mkV5JY
2. ๐๐ฎ๐๐๐น๐ถ๐ป๐ด-๐ฉ๐ถ๐ง: ๐๐ผ๐บ๐ฝ๐ฟ๐ฒ๐๐๐ถ๐ป๐ด ๐ฆ๐ฒ๐น๐ณ-๐๐๐๐ฒ๐ป๐๐ถ๐ผ๐ป ๐๐ถ๐ฎ ๐ฆ๐๐ถ๐๐ฐ๐ต๐ถ๐ป๐ด ๐ง๐ผ๐๐ฎ๐ฟ๐ฑ๐ ๐๐ถ๐ป๐ฒ๐ฎ๐ฟ-๐๐ป๐ด๐๐น๐ฎ๐ฟ ๐๐๐๐ฒ๐ป๐๐ถ๐ผ๐ป ๐๐๐ฟ๐ถ๐ป๐ด ๐ฉ๐ถ๐๐ถ๐ผ๐ป ๐ง๐ฟ๐ฎ๐ป๐๐ณ๐ผ๐ฟ๐บ๐ฒ๐ฟ ๐๐ป๐ณ๐ฒ๐ฟ๐ฒ๐ป๐ฐ๐ฒ
youtu.be/2x31-_xbi5U
1. ๐๐๐๐ผ-๐๐๐ฅ๐: ๐๐ณ๐ณ๐ถ๐ฐ๐ถ๐ฒ๐ป๐ ๐ฎ๐ป๐ฑ ๐ฅ๐ผ๐ฏ๐๐๐ ๐๐ผ๐ฑ๐ฒ๐ฐ ๐๐๐ฎ๐๐ฎ๐ฟ ๐๐ฟ๐ถ๐๐ถ๐ป๐ด ๐ณ๐ผ๐ฟ ๐ฅ๐ฒ๐ฎ๐น-๐๐ถ๐บ๐ฒ ๐ ๐ผ๐ฏ๐ถ๐น๐ฒ ๐ง๐ฒ๐น๐ฒ๐ฝ๐ฟ๐ฒ๐๐ฒ๐ป๐ฐ๐ฒ
youtu.be/XJP5G4GqjzE
Our paper titled โAn Investigation on Hardware-Aware Vision Transformer Scalingโ was accepted by the Transactions on Embedded Computing Systems (dl.acm.org/journal/tecs)!
Congratulations to Chaojian Li!
Congratulations to @ranery1998 (Haoran You) for being selected by the College of Computing Awards Committee to receive the ๐ข๐๐๐๐๐ฎ๐ป๐ฑ๐ถ๐ป๐ด ๐๐ฟ๐ฎ๐ฑ๐๐ฎ๐๐ฒ ๐ฅ๐ฒ๐๐ฒ๐ฎ๐ฟ๐ฐ๐ต ๐๐๐๐ถ๐๐๐ฎ๐ป๐ ๐๐๐ฎ๐ฟ๐ฑ!
eiclab.scs.gatech.edu/assetsโฆ
Two papers accepted to ISCA 2023 (iscaconf.org/isca2023/), Orlando, here we come! ๐
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
Three papers accepted to CVPR 2023 (lnkd.in/eN7nn895), Vancouver, here we come! ๐
3. ๐๐ถ๐ป๐-๐๐๐ด: ๐๐ฟ๐ฎ๐๐ถ๐ป๐ด ๐๐ถ๐ป๐๐ ๐ณ๐ฟ๐ผ๐บ ๐ฉ๐ถ๐๐ถ๐ผ๐ป ๐๐ผ๐๐ป๐ฑ๐ฎ๐๐ถ๐ผ๐ป ๐ ๐ผ๐ฑ๐ฒ๐น๐ ๐๐ผ๐๐ฎ๐ฟ๐ฑ๐ ๐๐ผ๐ผ๐๐๐ฒ๐ฑ ๐๐ฒ๐-๐๐ต๐ผ๐ ๐ฃ๐ฎ๐ฟ๐ฎ๐บ๐ฒ๐๐ฒ๐ฟ-๐๐ณ๐ณ๐ถ๐ฐ๐ถ๐ฒ๐ป๐ ๐ฉ๐ถ๐ง ๐ง๐๐ป๐ถ๐ป๐ด
Paper: arxiv.org/abs/2211.10526
Code: github.com/GATECH-EIC/Castliโฆ
Project: haoranyou.com/castling-vit/
Haoran You*, Yunyang Xiong*, Xiaoliang Dai, Bichen Wu, Peizhao Zhang, Haoqi Fan, Peter Vajda, Yingyan (Celine) Lin
2. ๐๐ฎ๐๐๐น๐ถ๐ป๐ด-๐ฉ๐ถ๐ง: ๐๐ผ๐บ๐ฝ๐ฟ๐ฒ๐๐๐ถ๐ป๐ด ๐ฆ๐ฒ๐น๐ณ-๐๐๐๐ฒ๐ป๐๐ถ๐ผ๐ป ๐๐ถ๐ฎ ๐ฆ๐๐ถ๐๐ฐ๐ต๐ถ๐ป๐ด ๐ง๐ผ๐๐ฎ๐ฟ๐ฑ๐ ๐๐ถ๐ป๐ฒ๐ฎ๐ฟ-๐๐ป๐ด๐๐น๐ฎ๐ฟ ๐๐๐๐ฒ๐ป๐๐ถ๐ผ๐ป ๐๐๐ฟ๐ถ๐ป๐ด ๐ฉ๐ถ๐๐ถ๐ผ๐ป ๐ง๐ฟ๐ฎ๐ป๐๐ณ๐ผ๐ฟ๐บ๐ฒ๐ฟ ๐๐ป๐ณ๐ฒ๐ฟ๐ฒ๐ป๐ฐ๐ฒ
1. ๐๐๐๐ผ-๐๐๐ฅ๐: ๐๐ณ๐ณ๐ถ๐ฐ๐ถ๐ฒ๐ป๐ ๐ฎ๐ป๐ฑ ๐ฅ๐ผ๐ฏ๐๐๐ ๐๐ผ๐ฑ๐ฒ๐ฐ ๐๐๐ฎ๐๐ฎ๐ฟ ๐๐ฟ๐ถ๐๐ถ๐ป๐ด ๐ณ๐ผ๐ฟ ๐ฅ๐ฒ๐ฎ๐น-๐๐ถ๐บ๐ฒ ๐ ๐ผ๐ฏ๐ถ๐น๐ฒ ๐ง๐ฒ๐น๐ฒ๐ฝ๐ฟ๐ฒ๐๐ฒ๐ป๐ฐ๐ฒ
Yonggan Fu, Yuecheng Li, Chenghui Li, Jason Saragih, Peizhao Zhang, Xiaoliang Dai, Yingyan (Celine) Lin
Efficient and Intelligent Computing Lab retweeted
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: arxiv.org/abs/2101.02338
Code: github.com/GATECH-EIC/Splineโฆ
Three papers accepted to DAC 2023 (dac.com/), Moscone West, here we come! ๐ !
3. ๐๐ป๐๐๐ฎ๐ป๐-๐ก๐ฒ๐ฅ๐: ๐๐ป๐๐๐ฎ๐ป๐ ๐ข๐ป-๐๐ฒ๐๐ถ๐ฐ๐ฒ ๐ก๐ฒ๐๐ฟ๐ฎ๐น ๐ฅ๐ฎ๐ฑ๐ถ๐ฎ๐ป๐ฐ๐ฒ ๐๐ถ๐ฒ๐น๐ฑ ๐ง๐ฟ๐ฎ๐ถ๐ป๐ถ๐ป๐ด ๐๐ถ๐ฎ ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ-๐๐ฐ๐ฐ๐ฒ๐น๐ฒ๐ฟ๐ฎ๐๐ผ๐ฟ ๐๐ผ-๐๐ฒ๐๐ถ๐ด๐ป๐ฒ๐ฑ ๐ก๐ฒ๐ฎ๐ฟ-๐ ๐ฒ๐บ๐ผ๐ฟ๐ ๐ฃ๐ฟ๐ผ๐ฐ๐ฒ๐๐๐ถ๐ป๐ด
2. ๐ก๐ฒ๐๐๐ผ๐ผ๐๐๐ฒ๐ฟ: ๐๐บ๐ฝ๐ผ๐๐ฒ๐ฟ๐ถ๐ป๐ด ๐ง๐ถ๐ป๐ ๐๐ฒ๐ฒ๐ฝ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด ๐๐ ๐ฆ๐๐ฎ๐ป๐ฑ๐ถ๐ป๐ด ๐ผ๐ป ๐๐ต๐ฒ ๐ฆ๐ต๐ผ๐๐น๐ฑ๐ฒ๐ฟ๐ ๐ผ๐ณ ๐๐ฒ๐ฒ๐ฝ ๐๐ถ๐ฎ๐ป๐๐
Zhongzhi Yu, Yonggan Fu, Jiayi Yuan, Haoran You, Yingyan (Celine) Lin