Dr Feng Liu
ARC DECRA Research Fellow
School of Computing and Information Systems
132 Scholarly works
15 Projects
HIGHLIGHTS
2026
Research grants (ARC, NHMRC, MRFF)
Certified Post-Training for Pre-Trained Models
2024
Research grants (international)
Development of GPU-Optimized Data Protection Technology for Centralized and Federated Learning in AI
2024
Research grants (ARC, NHMRC, MRFF)
Trustworthy Hypothesis Transfer Learning
2023
Journal article
Semi-Supervised Heterogeneous Domain Adaptation: Theory and Algorithms
DOI: 10.1109/TPAMI.2022.31462342022
Journal article
Learning From a Complementary-Label Source Domain: Theory and Algorithms
DOI: 10.1109/TNNLS.2021.30860932021
Journal article
Multisource Heterogeneous Unsupervised Domain Adaptation via Fuzzy Relation Neural Networks
DOI: 10.1109/TFUZZ.2020.30181912021
Journal article
Open Set Domain Adaptation: Theoretical Bound and Algorithm
DOI: 10.1109/TNNLS.2020.3017213
RECENT SCHOLARLY WORKS
2026
Journal article
Improving Generalizability and Undetectability for Targeted Adversarial Attacks on Multimodal Pre-trained Models.
DOI: 10.1109/TPAMI.2026.37299712026
Journal article
MERA: A Green Edge Resource Control System With Privacy-Preservation via Mean-Field Reinforcement Learning
DOI: 10.1109/TKDE.2026.37054642026
Journal article
Feature-alteration Robustness for Out-of-distribution Detection.
DOI: 10.1109/TPAMI.2026.37239992026
Journal article
Unified Attention Recurrent Neural Network for Bias Correction of MJO Prediction
DOI: 10.1029/2025MS0053592026
Conference Proceedings
Trustworthy Foundation Models for Web Intelligence: Causal Perspectives and Challenges
DOI: 10.1145/3774905.37958312026
Conference Proceedings
From Newborn to Impact: Bias-Aware Citation Prediction
DOI: 10.1145/3774904.37927022026
Journal article
AI-driven exploration and design of inorganic battery materials
DOI: 10.1016/j.rser.2025.1166332026
Journal article
Cross-domain Few-shot Classification via Invariant-content Feature Reconstruction
DOI: 10.1007/s11263-025-02601-5