Scholar
ShengYun Peng
Google Scholar ID: 3557QYYAAAAJ
Georgia Tech
Machine Learning
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Citations & Impact
All-time
Citations
769
H-index
9
i10-index
9
Publications
20
Co-authors
18
list available
Contact
Email
speng65@gatech.edu
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Publications
5 items
UNDREAM: Bridging Differentiable Rendering and Photorealistic Simulation for End-to-end Adversarial Attacks
2025
Cited
0
Large Reasoning Models Learn Better Alignment from Flawed Thinking
2025
Cited
0
Interpretation Meets Safety: A Survey on Interpretation Methods and Tools for Improving LLM Safety
2025
Cited
0
Inference Compute-Optimal Video Vision Language Models
2025
Cited
0
Shape it Up! Restoring LLM Safety during Finetuning
2025
Cited
0
Resume (English only)
Academic Achievements
NeurIPS'24: Proposed the first framework (LLM safety basin) explaining alignment collapse from minimal unsafe data during fine-tuning
BMVC'23: Developed SOTA adversarially robust CNN architectures on RobustBench; Best Poster Award
NeurIPS'25: Introduced a dynamic safety shaping framework for LLM finetuning risk mitigation
ACL'25: Conducted scaling study on optimal inference for video vision-language models
ICCV'25: Built a scalable framework enabling MLLMs to understand composite images
NeurIPS'23 / AAAI'24 / NeurIPS'24: Developed UniTable, a modular table parsing system (470+ GitHub stars, multiple oral presentations)
Authored distributed systems tutorials on Medium with 33K+ readers
Published papers at top venues including NeurIPS, ICCV, ACL, EMNLP, BMVC, AAAI, and ICLR
Co-authors
18 total
Duen Horng Chau
Apple; Professor, Georgia Institute of Technology
Mansi Phute
Georgia Institute of Technology
Xingchen Zhang
Senior Lecturer and Director of the Fusion Intelligence Lab, University of Exeter
Alec Helbling
Machine Learning PhD Student, Georgia Tech
Seongmin Lee
Georgia Institute of Technology
Co-author 6
Co-author 7
Co-author 8
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