Penny Chong

AI Scientist, SAP Labs

Joined

October 2022

Names

Penny Chong (Preferred)

Emails

****@ibm.com (Confirmed)

****@gmail.com (Confirmed)

****@mymail.sutd.edu.sg

****@sap.com (Confirmed)

Personal Links

Google Scholar

DBLP

ORCID

Career & Education History

AI Scientist

SAP Labs (sap.com)

2025 – Present

Research Scientist

IBM Research (ibm.com)

2021 – 2024

PhD student

Singapore University of Technology and Design (sutd.edu.sg)

2017 – 2021

Undergrad student

Universiti Tunku Abdul Rahman (utar.edu.my)

2013 – 2016

Advisors, Relations & Conflicts

Coauthor

Laura Wynter

2021 – 2024

PhD Advisor

Alexander Binder

2017 – 2021

Expertise

deep learning

2017 – Present

Publications

Talk, Evaluate, Diagnose: User-aware Agent Evaluation with Automated Error Analysis
Penny Chong, Harshavardhan Abichandani, Jiyuan Shen, Atin Ghosh, Min Pyae Moe, Yifan Mai, Daniel Dahlmeier
- CoRR 2026
- Readers: Everyone
Talk, Evaluate, Diagnose: User-aware Agent Evaluation with Automated Error Analysis
Penny Chong, Harshavardhan Abichandani, Jiyuan SHEN, Atin Ghosh, Min Pyae Moe, Yifan Mai, Daniel Dahlmeier
- ICLR 2026 Poster
- Readers: Everyone
Efficiently Distilling LLMs for Edge Applications
Achintya Kundu, Fabian Lim, Aaron Chew, Laura Wynter, Penny Chong, Rhui Dih Lee
- CoRR 2024
- Readers: Everyone
Multimodal Deep Learning with Boosted Trees for Edge Inference
Penny Chong, Laura Wynter, Bharathi Chaudhury
- ICDM (Workshops) 2023
- Readers: Everyone
Toward Scalable and Unified Example-Based Explanation and Outlier Detection
Penny Chong, Ngai-Man Cheung, Yuval Elovici, Alexander Binder
- 2022 (modified: 03 Nov 2022)
- IEEE Trans. Image Process. 2022
- Readers: Everyone
Towards A Conceptually Simple Defensive Approach for Few-shot classifiers Against Adversarial Support Samples
Yi Xiang Marcus Tan, Penny Chong, Jiamei Sun, Ngai-Man Cheung, Yuval Elovici, Alexander Binder
- 2021 (modified: 03 Nov 2022)
- CoRR 2021
- Readers: Everyone
Simple and Effective Prevention of Mode Collapse in Deep One-Class Classification
Penny Chong, Lukas Ruff, Marius Kloft, Alexander Binder
- 2020 (modified: 03 Nov 2022)
- CoRR 2020
- Readers: Everyone
User Authentication Based on Mouse Dynamics Using Deep Neural Networks: A Comprehensive Study
Penny Chong, Yuval Elovici, Alexander Binder
- 2020 (modified: 03 Nov 2022)
- IEEE Trans. Inf. Forensics Secur. 2020
- Readers: Everyone
Deja vu from the SVM Era: Example-based Explanations with Outlier Detection
Penny Chong, Yuval Elovici, Alexander Binder
- 2020 (modified: 03 Nov 2022)
- CoRR 2020
- Readers: Everyone

View all 14 publications