Lai Xing Ng

Researcher, Institute for Infocomm Research (I2R), A*STAR

Joined

June 2023

Names

Lai Xing Ng (Preferred)

L. X. Ng

Emails

****@i2r.a-star.edu.sg (Confirmed)

****@a-star.edu.sg (Confirmed)

Personal Links

Google Scholar

DBLP

ORCID

Career & Education History

Researcher

Institute for Infocomm Research (I2R), A*STAR (i2r.a-star.edu.sg)

2017 – Present

Advisors, Relations & Conflicts

PhD Advisee

Yannis Montreuil

2023 – Present

PhD Advisee

Kong Lingdong

2022 – Present

Expertise

Visual perception

Augmented Reality

Augmented Visual Intelligence

Human-in-loop Machine Learning

2008 – Present

Publications

Adversarial Robustness in One-Stage Learning-to-Defer
Yannis Montreuil, Yu Letian, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi
- AISTATS 2026 Poster
- Readers: Everyone
Online Learning-to-Defer with Varying Experts
Yannis Montreuil, Hoang Duy Dang, Maxime Meyer, Lai Xing Ng, Axel Carlier, Wei Tsang Ooi
- AISTATS 2026 Poster
- Readers: Everyone
Optimal Query Allocation in Extractive QA with LLMs: A Learning-to-Defer Framework with Theoretical Guarantees
Yannis Montreuil, Yeo Shu Heng, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi
- AISTATS 2026 Poster
- Readers: Everyone
Why Ask One When You Can Ask $k$? Learning-to-Defer to the Top-$k$ Experts
Yannis Montreuil, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi
- ICLR 2026 Poster
- Readers: Everyone
Talk2Event: Grounded Understanding of Dynamic Scenes from Event Cameras
Lingdong Kong, Dongyue Lu, Alan Liang, Rong Li, Yuhao Dong, Tianshuai Hu, Lai Xing Ng, Wei Tsang Ooi, Benoit R Cottereau
- NeurIPS 2025 spotlight
- Readers: Everyone
EventFly: Event Camera Perception from Ground to the Sky
Lingdong Kong, Dongyue Lu, Xiang Xu, Lai Xing Ng, Wei Tsang Ooi, Benoit R. Cottereau
- CoRR 2025
- Readers: Everyone
Adversarial Robustness in Two-Stage Learning-to-Defer: Algorithms and Guarantees
Yannis Montreuil, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi
- CoRR 2025
- Readers: Everyone
A Two-Stage Learning-to-Defer Approach for Multi-Task Learning
Yannis Montreuil, Yeo Shu Heng, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi
- ICML 2025 poster
- Readers: Everyone
Adversarial Robustness in Two-Stage Learning-to-Defer: Algorithms and Guarantees
Yannis Montreuil, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi
- ICML 2025 poster
- Readers: Everyone
The RoboDrive Challenge: Drive Anytime Anywhere in Any Condition
Lingdong Kong, Shaoyuan Xie, Hanjiang Hu, Yaru Niu, Wei Tsang Ooi, Benoit R. Cottereau, Lai Xing Ng, Yuexin Ma, Wenwei Zhang, Liang Pan, Kai Chen, Ziwei Liu, Weichao Qiu, Wei Zhang, Xu Cao, Hao Lu, Ying-Cong Chen, Caixin Kang, Xinning Zhou, Chengyang Ying et al. (71 additional authors not shown)
- CoRR 2024
- Readers: Everyone

View all 20 publications

Co-Authors

View all 146 co-authors