ShengYun (Anthony) Peng

			
@inproceedings{zheng2026veriworld,
  title={VeriWorld: A Verifiable Visual SWE-Bench for Spatial Reasoning in 3D Environments},
  author={Zheng, Yan and Peng, ShengYun and Liang, Xuyao and Cong, Xiaoyan and Chen, Nuo and Liu, Bangya and Wang, Zihan and Cong, Wenyan and Fan, Zhiwen and Wang, Zhangyang},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track},
  year={2026}
}
		

			
@article{peng2025large,
  title={Large reasoning models learn better alignment from flawed thinking},
  author={Peng, ShengYun and Chen, Pin-Yu and Smith, Eric and Jiang, Song and Zhan, Hongyuan and Wang, Haozhu and Pasupuleti, Mahesh and Chau, Duen Horng and Chi, Jianfeng},
  journal={arXiv preprint arXiv:2510.00938},
  year={2025}
}
		

			
@article{cho2026unipo,
  title={UNIPO: Unified Interactive Visual Explanation for RL Fine-Tuning Policy Optimization},
  author={Cho, Aeree and Greenhalgh, Alexander D. and Bodea, Jonathan and Peng, ShengYun and Chau, Duen Horng},
  journal={arXiv preprint arXiv:2605.11549},
  year={2026}
}
		

			
@inproceedings{phute2026differentiable,
  title={Differentiable Rendering Powered End-to-End Adversarial Attack Evaluation},
  author={Phute, Mansi and Hull, Matthew and Wang, Haoran and Helbling, Alec and Peng, ShengYun and Lunardi, Willian and Andreoni, Martin and Lee, Wenke and Chau, Duen Horng},
  booktitle={Advances in Knowledge Discovery and Data Mining (PAKDD)},
  series={Lecture Notes in Computer Science},
  volume={16599},
  pages={107--120},
  year={2026},
  publisher={Springer},
  doi={10.1007/978-981-92-1465-5_9}
}
		

			
@article{lee2025interpretation,
  title={Interpretation Meets Safety: A Survey on Interpretation Methods and Tools for Improving LLM Safety},
  author={Lee, Seongmin and Cho, Aeree and Kim, Grace C and Peng, ShengYun and Phute, Mansi and Chau, Duen Horng},
  journal={arXiv preprint arXiv:2506.05451},
  year={2025}
}
		

			
@article{peng2025shape,
  title={Shape it Up! Restoring LLM Safety during Finetuning},
  author={Peng, ShengYun and Chen, Pin-Yu and Chi, Jianfeng and Lee, Seongmin and Chau, Duen Horng},
  journal={arXiv preprint arXiv:2505.17196},
  year={2025}
}
		

			
@inproceedings{lee2025llm,
  title={Llm attributor: Interactive visual attribution for llm generation},
  author={Lee, Seongmin and Wang, Zijie J and Chakravarthy, Aishwarya and Helbling, Alec and Peng, ShengYun and Phute, Mansi and Chau, Duen Horng Polo and Kahng, Minsuk},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={39},
  number={28},
  pages={29655--29657},
  year={2025}
}
		

			
@article{chen2024compcap,
  title={Compcap: Improving multimodal large language models with composite captions},
  author={Chen, Xiaohui and Shukla, Satya Narayan and Azab, Mahmoud and Singh, Aashu and Wang, Qifan and Yang, David and Peng, ShengYun and Yu, Hanchao and Yan, Shen and Zhang, Xuewen and others},
  journal={arXiv preprint arXiv:2412.05243},
  year={2024}
}
		

			
@article{wang2025inference,
  title={Inference Compute-Optimal Video Vision Language Models},
  author={Peiqi Wang, ShengYun Peng, Xuewen Zhang, Hanchao Yu, Yibo Yang, Lifu Huang, Fujun Liu, Qifan Wang},
  journal={ACL},
  year={2025}
}
		

			
@article{peng2024navigating,
  title={Navigating the Safety Landscape: Measuring Risks in Finetuning Large Language Models},
  author={Peng, ShengYun and Chen, Pin-Yu and Hull, Matthew and Chau, Duen Horng},
  journal={arXiv preprint arXiv:2405.17374},
  year={2024}
}
		

			
@article{peng2024unitable,
    title={UniTable: Towards a Unified Framework for Table Recognition via Self-Supervised Pretraining},
    author={Peng, ShengYun and Chakravarthy, Aishwarya and Lee, Seongmin and Wang, Xiaojing and Balasubramaniyan, Rajarajeswari and Chau, Duen Horng},
    journal={arXiv preprint arXiv:2403.04822},
    year={2024}
}
		

			@inproceedings{lee2024interactive,
  title={Interactive Visual Learning for Stable Diffusion},
  author={Lee, Seongmin and Hoover, Benjamin and Strobelt, Hendrik and Wang, Zijie J. and Peng, ShengYun and Wright, Austin and Li, Kevin and Park, Haekyu and Yang, Haoyang and Chau, Duen Horng},
  booktitle={Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence},
  pages={8721--8724},
  doi={10.24963/ijcai.2024/1017},
  year={2024}
}
		

			
@article{peng2024self,
    title={Self-supervised Pre-training for Table Structure Recognition Transformer},
    author={ShengYun Peng, Seongmin Lee, Xiaojing Wang, Raji Balasubramaniyan, Duen Horng Chau},
    year={2024}
}
		

			
@article{peng2023high,
    title={High-Performance Transformers for Table Structure Recognition Need Early Convolutions},
    author={ShengYun Peng, Seongmin Lee, Xiaojing Wang, Raji Balasubramaniyan, Duen Horng Chau},
    year={2023}
}
		

			
@misc{phute2023llm,
    title={LLM Self Defense: By Self Examination, LLMs Know They Are Being Tricked}, 
    author={Mansi Phute and Alec Helbling and Matthew Hull and ShengYun Peng and Sebastian Szyller and Cory Cornelius and Duen Horng Chau},
    year={2023},
    eprint={2308.07308},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}
		

			
@article{peng2023robust,
    title={Robust Principles: Architectural Design Principles for Adversarially Robust CNNs},
    author={Peng, ShengYun and Xu, Weilin and Cornelius, Cory and Hull, Matthew and Li, Kevin and Duggal, Rahul and Phute, Mansi and Martin, Jason and Chau, Duen Horng},
    journal={arXiv preprint arXiv:2308.16258},
    year={2023}
}
		

			
@article{lee2023diffusion,
    title={Diffusion Explainer: Visual Explanation for Text-to-image Stable Diffusion},
    author={Lee, Seongmin and Hoover, Benjamin and Strobelt, Hendrik and Wang, Zijie J and Peng, ShengYun and Wright, Austin and Li, Kevin and Park, Haekyu and Yang, Haoyang and Chau, Duen Horng},
    journal={arXiv preprint arXiv:2305.03509},
    year={2023}
}
		

			
@inproceedings{das2022skelevision,
    title={Skelevision: Towards adversarial resiliency of person tracking with multi-task learning},
    author={Das, Nilaksh and Peng, ShengYun and Chau, Duen Horng},
    booktitle={European Conference on Computer Vision},
    pages={449--466},
    year={2022},
    organization={Springer}
}
		

			
@inproceedings{vellaichamy2022detectordetective,
  title={DetectorDetective: Investigating the Effects of Adversarial Examples on Object Detectors},
  author={Vellaichamy, Sivapriya and Hull, Matthew and Wang, Zijie J and Das, Nilaksh and Peng, ShengYun and Park, Haekyu and Chau, Duen Horng Polo},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={21484--21491},
  year={2022}
}
		

			
@article{peng2021structural,
    title={A novel DNN tracking algorithm for structural system identification},
    author={Peng, ShengYun and Yan, LingFeng and He, Bin and Zhou, Ying},
    journal={Smart Structures and Systems},
    year={2021},
    doi={10.12989/SSS.2021.27.5.803},
    url={https://www.koreascience.or.kr/article/JAKO202117651384969.page}
}
		

			
@article{ZHANG2020115756,
  title = {DSiamMFT: An RGB-T fusion tracking method via dynamic Siamese networks using multi-layer feature fusion},
  author = {Xingchen Zhang and Ping Ye and Shengyun Peng and Jun Liu and Gang Xiao},
  journal = {Signal Processing: Image Communication},
  year = {2020},
  volume = {84},
  pages = {115756},
  issn = {0923-5965},
  doi = {https://doi.org/10.1016/j.image.2019.115756},
  url = {https://www.sciencedirect.com/science/article/pii/S092359651930342X},
}
		

			
@article{liu2019anti,
  title={Anti-occlusion object tracking based on correlation filter},
  author={Liu, Jun and Xiao, Gang and Zhang, Xingchen and Ye, Ping and Xiong, Xingzhong and Peng, Shengyun},
  journal={Signal, Image and Video Processing},
  year={2019},
  volume={14},
  pages={753-761},
  doi={10.1007/s11760-019-01601-6}
}
		

			
@article{zhang2019siamft,
  title={SiamFT: An RGB-Infrared Fusion Tracking Method via Fully Convolutional Siamese Networks},
  author={Zhang, Xingchen and Ye, Ping and Peng, Shengyun and Liu, Jun and Gong, Ke and Xiao, Gang},
  journal={IEEE Access},
  year={2019},
  volume={7},
  number={},
  pages={122122-122133},
  doi={10.1109/ACCESS.2019.2936914}
}
		

			
@INPROCEEDINGS{9011253,
  title={Object Fusion Tracking Based on Visible and Infrared Images Using Fully Convolutional Siamese Networks},
  author={Zhang, Xingchen and Ye, Ping and Qiao, Dan and Zhao, Junhao and Peng, Shengyun and Xiao, Gang},
  booktitle={2019 22nd International Conference on Information Fusion (FUSION)},
  year={2019},
  pages={1-8},
}
		

			@article{lau2024nonrobust,
  title={Non-Robust Features are Not Always Useful in One-Class Classification},
  author={Lau, Matthew and Wang, Haoran and Helbling, Alec and Hull, Matthew and Peng, ShengYun and Andreoni, Martin and Lunardi, Willian T. and Lee, Wenke},
  journal={arXiv preprint arXiv:2407.06372},
  year={2024}
}
		

			@article{peng2023robarch,
  title={RobArch: Designing Robust Architectures against Adversarial Attacks},
  author={Peng, ShengYun and Xu, Weilin and Cornelius, Cory and Li, Kevin and Duggal, Rahul and Chau, Duen Horng and Martin, Jason},
  journal={arXiv preprint arXiv:2301.03110},
  year={2023}
}
		

			@article{duggal2022imbnas,
  title={IMB-NAS: Neural Architecture Search for Imbalanced Datasets},
  author={Duggal, Rahul and Peng, Shengyun and Zhou, Hao and Chau, Duen Horng},
  journal={arXiv preprint arXiv:2210.00136},
  year={2022}
}
		

			@article{peng2020accurate,
  title={Accurate Anchor Free Tracking},
  author={Peng, Shengyun and Yu, Yunxuan and Wang, Kun and He, Lei},
  journal={arXiv preprint arXiv:2006.07560},
  year={2020}
}