Zelin He

PhD student, Pennsylvania State University

Joined

January 2024

Names

Zelin He (Preferred)

Emails

****@psu.edu (Confirmed)

Personal Links

Career & Education History

PhD student

Pennsylvania State University (psu.edu)

2022 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

anomaly detection

2023 – Present

time series

2023 – Present

statistical learning theory

2021 – Present

federated learning

2021 – Present

transfer learning

2021 – Present

Publications

SenTSR-Bench: Thinking with Injected Knowledge for Time-Series Reasoning
Zelin He, Boran Han, Xiyuan Zhang, Shuai Zhang, Haotian Lin, Qi Zhu, Haoyang Fang, Danielle C. Maddix, Abdul Fatir Ansari, Akash Chandrayan, Abhinav Pradhan, Bernie Wang, Matthew Reimherr
- AISTATS 2026 Poster
- Readers: Everyone
Understanding the Statistical Accuracy-Communication Trade-off in Personalized Federated Learning with Minimax Guarantees
Xin Yu, Zelin He, Ying Sun, Lingzhou Xue, Runze Li
- ICML 2025 poster
- Readers: Everyone
M$^2$AD: Multi-Sensor Multi-System Anomaly Detection through Global Scoring and Calibrated Thresholding
Sarah Alnegheimish, Zelin He, Matthew Reimherr, Akash Chandrayan, Abhinav Pradhan, Luca D'Angelo
- AISTATS 2025 Poster
- Readers: Everyone
The Effect of Personalization in FedProx: A Fine-grained Analysis on Statistical Accuracy and Communication Efficiency
Xin Yu, Zelin He, Ying Sun, Lingzhou Xue, Runze Li
- Submitted to ICLR 2025
- Readers: Everyone
Weakly-supervised Multi-sensor Anomaly Detection with Time-series Foundation Models
Zelin He, Matthew Reimherr, Sarah Alnegheimish, Akash Chandrayan
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone

Co-Authors