Anthony ShengYun Peng
CS PhD at Georgia Tech
Hi, I'm Anthony, a CS PhD at Georgia Tech working with Polo Chau. My research strengthens the generalization and safety of the generative AI, spanning vision models, LLMs, and VLMs. As steps towards this goal, I work on:
• Generalizable multimodal representation learning : foundation models for table recognition (UniTable, Table Transformer, Self-supervised Pretraining), efficient text embedding models (coming soon!), RGB-infrared fusion object tracking (DsiamMFT, SiamFT), structural health monitoring (system identification).
• Safe and robust machine learning models : LLM safety landscape (LLM safety basin), robust CNN design principles (#1 on RobustBench CIFAR-10), multi-task person tracking (SkeleVision), and defending LLM attacks (LLM Self Defense)
• Safe and robust machine learning models : LLM safety landscape (LLM safety basin), robust CNN design principles (#1 on RobustBench CIFAR-10), multi-task person tracking (SkeleVision), and defending LLM attacks (LLM Self Defense)
I am fortunate to have collaborated with researchers, developers, scientists, and engineers at
Georgia Tech,
Meta,
IBM Research,
Intel Lab,
ADP,
UCLA,
Tongji,
SJTU,
and Fudan.
Featured Publications
ShengYun Peng , Pin-Yu Chen, Matthew Hull, Duen Horng Chau
NeurIPS
2024
ShengYun Peng , Seongmin Lee, Xiaojing Wang, Raji Balasubramaniyan, Duen Horng Chau
In submission
2024
ShengYun Peng , Seongmin Lee, Xiaojing Wang, Raji Balasubramaniyan, Duen Horng Chau
AAAI SDU Workshop
2024
ShengYun Peng , Seongmin Lee, Xiaojing Wang, Raji Balasubramaniyan, Duen Horng Chau
NeurIPS TRL Workshop
2023
Mansi Phute, Alec Helbling, Matthew Hull, ShengYun Peng , Sebastian Szyller, Cory Cornelius, Duen Horng Chau
ICLR Tiny Papers Track
2024
ShengYun Peng , Weilin Xu, Cory Cornelius, Matthew Hull, Kevin Li, Rahul Duggal, Mansi Phute, Duen Horng Chau, Jason Martin
BMVC
2023
Nilaksh Das, ShengYun Peng , Duen Horng Chau
ECCV AROW Workshop
2022
ShengYun Peng , LingFeng Yan, Bin He, Ying Zhou
Smart Structures and Systems
2021