AI/ML common project discussion

Friday 14 Mar 2025, 10:00 → 11:30 Asia/Shanghai

Tsung-Dao Lee Institute/N6F-N630 - Smart Classroom (Tsung-Dao Lee Institute)

Qibin LIU, Shu Li (TDLI, SJTU)

https://meeting.tencent.com/dm/iWf0ShsF4DZ1

Meeting ID: 155514057

PIN: 202502

1 ML@FPGA for DarkSHINE and LHC¶

Speakers: Baihong Zhou (TDLI, SJTU), Kang Yu, Qibin LIU, Xuliang Zhu, Zelin Yan (TDLI, SJTU), Zhiyu Zhao

Progress:

 - Investigate the HLS+BDT scheme(conifer from CMS). Need the PYNQ framework.

 - Got the test file and BDT model from Zhiyu 

 

Next:

 - Next week: Deploy the PYNQ framework for ZCU15EG board

 - Next week: Test the cutbased and BDT model with minimal setup: prove the model could run from FPGA.

 - Next week and later: setup the input & output board, emulate the DAQ system and test the time consumption.

2 AI model and FastSim for DarkSHINE¶

Speakers: Qibin LIU, Xuliang Zhu

3 VBS polarization and QE¶

Speakers: Baihong Zhou (TDLI, SJTU), Kang Yu, Qibin LIU

For AI Discussion 5.pptx

pptautau_QE.pdf

4 Jet Tagging + Anomaly Detection @LHC & CEPC¶

Speaker: Qibin LIU