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Email

feng.liu1@unimelb.edu.au

Credentials


Position
ARC DECRA Research Fellow
School of Computing and Information Systems
Education
PhD
University of Technology Sydney
Doctorate
University Of Technology, Sydney
ORCID

0000-0002-5005-9129

Dr Feng Liu

ARC DECRA Research Fellow
School of Computing and Information Systems

118 Scholarly works
13 Projects

HIGHLIGHTS

  • 2024

    Research grants (international)

    Development of GPU-Optimized Data Protection Technology for Centralized and Federated Learning in AI
  • 2024

    Research contracts (non-grants)

    Data61 PhD Scholarship: Securing Generative AI for Digital Trust
  • 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.2022.3146234
  • 2022

    Journal article

    Learning From a Complementary-Label Source Domain: Theory and Algorithms
    DOI: 10.1109/TNNLS.2021.3086093
  • 2021

    Journal article

    Multisource Heterogeneous Unsupervised Domain Adaptation via Fuzzy Relation Neural Networks
    DOI: 10.1109/TFUZZ.2020.3018191
  • 2021

    Journal article

    Open Set Domain Adaptation: Theoretical Bound and Algorithm
    DOI: 10.1109/TNNLS.2020.3017213
Feng Liu

Latest Honours,
Awards and Fellowships


2023
ARC DECRA Fellow
2022
NeurIPS Outstanding Paper Award NeurIPS

RECENT SCHOLARLY WORKS

  • 2026

    Conference Proceedings

    From Newborn to Impact: Bias-Aware Citation Prediction
    DOI: 10.1145/3774904.3792702
  • 2026

    Journal article

    AI-driven exploration and design of inorganic battery materials
    DOI: 10.1016/j.rser.2025.116633
  • 2026

    Journal article

    Learning Representations for Independence Testing
  • 2026

    Journal article

    Cross-domain Few-shot Classification via Invariant-content Feature Reconstruction
    DOI: 10.1007/s11263-025-02601-5
  • 2026

    Journal article

    Semantic-aware Adversarial Fine-tuning for CLIP
  • 2026

    Journal article

    Let’s Roll a BiFTA: Bi-refinement for Fine-grained Text-visual Alignment in Vision-Language Models
  • 2026

    Journal article

    Generalising Traffic Forecasting to Regions Without Traffic Observations
    DOI: 10.1609/aaai.v40i18.38607
  • 2026

    Journal article

    One-Step Image-Function Generation via Consistency Training
    DOI: 10.1109/TMM.2026.3676205

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