Ailin Deng

PhD student, National University of Singapore

Joined

May 2022

Names

Ailin Deng (Preferred)

Emails

****@u.nus.edu (Confirmed)

Personal Links

Homepage

DBLP

ORCID

Career & Education History

PhD student

National University of Singapore (nus.edu.sg)

2021 – Present

Advisors, Relations & Conflicts

PhD Advisor

Bryan Hooi

2021 – Present

Expertise

Machine Learning

Present

Trustworthy Machine Learning

Present

Publications

Just-In-Time Reinforcement Learning: Continual Learning in LLM Agents Without Gradient Updates
Yibo Li, Zijie Lin, Ailin Deng, Xuan Zhang, Yufei He, Shuo Ji, Tri Cao, Bryan Hooi
- ICLR 2026 Workshop MemAgents Oral
- Readers: Everyone
MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research
Hui Chen, Miao Xiong, Yujie Lu, Wei Han, Ailin Deng, Yufei He, Jiaying Wu, Yibo Li, Yue Liu, Bryan Hooi
- NeurIPS 2025 Datasets and Benchmarks Track poster
- Readers: Everyone
Words or Vision: Do Vision-Language Models Have Blind Faith in Text?
Ailin Deng, Tri Cao, Zhirui Chen, Bryan Hooi
- ICLR 2025 FM-Wild Workshop
- Readers: Everyone
$\text{ID}^3$: Identity-Preserving-yet-Diversified Diffusion Models for Synthetic Face Recognition
Jianqing Xu, Shen Li, Jiaying Wu, Miao Xiong, Ailin Deng, Jiazhen Ji, Yuge Huang, Guodong Mu, Wenjie Feng, Shouhong Ding, Bryan Hooi
- NeurIPS 2024 poster
- Readers: Everyone
Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided Decoding
Ailin Deng, Zhirui Chen, Bryan Hooi
- ICLR 2024 R2-FM Workshop Poster
- Readers: Everyone
Proximity-Informed Calibration for Deep Neural Networks
Miao Xiong, Ailin Deng, Pang Wei Koh, Jiaying Wu, Shen Li, Jianqing Xu, Bryan Hooi
- NeurIPS 2023 spotlight
- Readers: Everyone
Great Models Think Alike: Improving Model Reliability via Inter-Model Latent Agreement
Ailin Deng, Miao Xiong, Bryan Hooi
- ICML 2023 Poster
- Readers: Everyone
Trust, but Verify: Using Self-Supervised Probing to Improve Trustworthiness
Ailin Deng, Shen Li, Miao Xiong, Zhirui Chen, Bryan Hooi
- 2023 (modified: 24 Apr 2023)
- CoRR 2023
- Readers: Everyone
Probabilistic Knowledge Distillation of Face Ensembles
Jianqing Xu, Shen Li, Ailin Deng, Miao Xiong, Jiaying Wu, Jiaxiang Wu, Shouhong Ding, Bryan Hooi
- Published: 01 Jan 2023, Last Modified: 29 Sept 2023
- CVPR 2023
- Readers: Everyone
Great Models Think Alike: Improving Model Reliability via Inter-Model Latent Agreement
Ailin Deng, Miao Xiong, Bryan Hooi
- Published: 01 Jan 2023, Last Modified: 29 Sept 2023
- CoRR 2023
- Readers: Everyone

View all 21 publications

Co-Authors

View all 26 co-authors