Anthony Peng
Hi, I'm Anthony, a CS PhD at
Georgia Tech.
My research advances the safety alignment of generative foundation models by developing principled methods that make safety an intrinsic, generalizable property — so that models behave safely not only during training, but also when finetuned, reasoned over, or deployed autonomously in real-world settings.
My dissertation, advised by Polo Chau, has elevated foundational AI efforts across leading technology organizations, including Nvidia, Meta, IBM Research, Intel Lab, and ADP.
Research Highlights
ShengYun Peng , Eric Smith, Ivan Evtimov, Song Jiang, Pin-Yu Chen, Hongyuan Zhan, Haozhu Wang, Duen Horng Chau, Mahesh Pasupuleti, Jianfeng Chi
In submission,
2026
Seongmin Lee, Aeree Cho, Grace Kim, ShengYun Peng , Mansi Phute, Duen Horng Chau
EMNLP,
2025
ShengYun Peng , Pin-Yu Chen, Jianfeng Chi, Seongmin Lee, Duen Horng Chau
NeurIPS,
2025
Xiaohui Chen, Satya Shukla, Mahmoud Azab, Aashu Singh, Qifan Wang, David Yang, ShengYun Peng, Hanchao Yu, Shen Yan, Xuewen Zhang, Baosheng He
ICCV,
2025
Peiqi Wang, ShengYun Peng, Xuewen Zhang, Hanchao Yu, Yibo Yang, Lifu Huang, Fujun Liu, Qifan Wang
ACL,
2025
ShengYun Peng , Pin-Yu Chen, Matthew Hull, Duen Horng Chau
NeurIPS,
2024
ShengYun Peng , Seongmin Lee, Xiaojing Wang, Raji Balasubramaniyan, Duen Horng Chau
NeurIPS TRL Workshop,
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
ShengYun Peng , LingFeng Yan, Bin He, Ying Zhou
Smart Structures and Systems,
2021