An Efficient Newton Method for Extreme Similarity Learning with Nonlinear Embeddings. - Bo-Wen Yuan; Yu-Sheng Li 001; Pengrui Quan; Chih-Jen Lin (CoRR, 2020)

Efficient Optimization Methods for Extreme Similarity Learning with Nonlinear Embeddings. - Bo-Wen Yuan; Yu-Sheng Li 001; Pengrui Quan; Chih-Jen Lin (KDD, 2021)

Towards Imperceptible Query-limited Adversarial Attacks with Perceptual Feature Fidelity Loss. - Pengrui Quan; Ruiming Guo; Mani B. Srivastava (CoRR, 2021)

Making Vibration-based On-body Interaction Robust. - Wenqiang Chen; Ziqi Wang 001; Pengrui Quan; Zhencan Peng; Shupei Lin; Mani B. Srivastava; John A. Stankovic (ICCPS, 2022)

Enhancing Robustness in Federated Learning by Supervised Anomaly Detection. - Pengrui Quan; Wei-Han Lee; Mudhakar Srivatsa; Mani B. Srivastava (ICPR, 2022)

On the amplification of security and privacy risks by post-hoc explanations in machine learning models. - Pengrui Quan; Supriyo Chakraborty; Jeya Vikranth Jeyakumar; Mani B. Srivastava (CoRR, 2022)

Robust Finger Interactions with COTS Smartwatches via Unsupervised Siamese Adaptation. - Wenqiang Chen; Ziqi Wang 001; Pengrui Quan; Zhencan Peng; Shupei Lin; Mani B. Srivastava; Wojciech Matusik; John A. Stankovic (UIST, 2023)

Are Time Series Foundation Models Ready to Revolutionize Predictive Building Analytics? - Ozan Baris Mulayim; Pengrui Quan; Liying Han; Xiaomin Ouyang; Dezhi Hong; Mario Bergés; Mani Srivastava 001 (BuildSys, 2024)

SensorBench: Benchmarking LLMs in Coding-Based Sensor Processing. - Pengrui Quan; Xiaomin Ouyang; Jeya Vikranth Jeyakumar; Ziqi Wang 001; Yang Xing; Mani Srivastava 001 (HotMobile, 2025)

Foundation Models for CPS-IoT: Opportunities and Challenges. - Ozan Baris; Yizhuo Chen; Gaofeng Dong; Liying Han; Tomoyoshi Kimura; Pengrui Quan; Ruijie Wang 004; Tianchen Wang; Tarek F. Abdelzaher; Mario Bergés; Paul Pu Liang; Mani Srivastava 001 (CoRR, 2025)

Benchmarking Spatiotemporal Reasoning in LLMs and Reasoning Models: Capabilities and Challenges. - Pengrui Quan; Brian Wang; Kang Yang 005; Liying Han; Mani Srivastava 001 (CoRR, 2025)

Can Time-Series Foundation Models Perform Building Energy Management Tasks? - Ozan Baris Mulayim; Pengrui Quan; Liying Han; Xiaomin Ouyang; Dezhi Hong; Mario Bergés; Mani Srivastava 001 (CoRR, 2025)