Ailin Deng
Scholar

Ailin Deng

Google Scholar ID: VmhnpkUAAAAJ
National University of Singapore
Machine LearningTrustworthy AI
Citations & Impact
All-time
Citations
1,574
 
H-index
8
 
i10-index
6
 
Publications
14
 
Co-authors
1
list available
Resume (English only)
Academic Achievements
  • - [Feb 2025] Paper on uncovering text bias issue in VLMs accepted to CVPR 2025
  • - [Sep 2024] Paper on Identity Preserving Synthetic Face Recognition accepted to NeurIPS 2024
  • - [2024] Reliable and Responsible Foundation Models Workshop, ICLR 2024: Mitigating Hallucination in Large Vision-language Models via CLIP-Guided Decoding
  • - [2023] NeurIPS 2023 (Spotlight): Proximity-Informed Calibration for Deep Neural Networks
  • - [2023] CIKM 2023: Prompt-and-Align: Prompt-Based Social Alignment for Few-Shot Fake News Detection
  • - [2023] ICML 2023: Great Models Think Alike: Improving Model Reliability via Inter-Model Latent Agreement
  • - [2023] CVPR 2023: Probabilistic Knowledge Distillation for Face Ensembles
  • - [2022] ECCV 2022: Trust, but Verify: Using Self-Supervised Probing to Improve Trustworthiness
  • - [2022] TMLR 2022: Birds of a Feather Trust Together: Knowing When to Trust a Classifier via Adaptive Neighborhood Aggregation
  • - [2022] IJCAI 2022: CADET: Calibrated Anomaly Detection for Mitigating Hardness Bias
  • - [2021] AAAI 2021: Graph Neural Network-Based Anomaly Detection in Multivariate Time Series
Research Experience
  • - [Dec 2024] Started research internship at Meta GenAI
Education
  • - Ph.D. student at School of Computing, National University of Singapore (NUS), supervised by Prof. Bryan Hooi
  • - M.Sc. from NUS
  • - B.Eng. from Sun Yat-sen University
Background
  • Research interests include but are not limited to: Safety AI, Large Vision-Language (Multimodal) Models and LLMs.