I am a Postdoctoral Research Associate at the University of Sydney, working with Prof. Chang Xu. My research spans Embodied AI, Generative Models, and Reinforcement Learning. I work on vision-language-action (VLA) models, world-action models, and whole-body control for embodied agents; image & video generation, editing, and efficient inference; and imitation learning from imperfect demonstrations with adversarial training. I received my Ph.D. from Wuhan University (2024) advised by Prof. Bo Du.

๐Ÿค–

Robotics

โ€ข Vision-language-action (VLA) model
โ€ข Reinforcement learning / Imitation learning
โ€ข Whole-body control

๐ŸŽจ

Generative Models

โ€ข Image & video generation
โ€ข Image editing
โ€ข Efficiency

๐Ÿง 

Vision-Language Models (VLMs)

โ€ข Efficiency
โ€ข Reasoning
โ€ข Memory


News

  • (2026.06) 1 paper is accepted by ECCV 2026.
  • (2026.05) I will serve as the Web Chair of ACM MM 2027 [CORE A*].
  • (2026.05) I received Gold Reviewer Award at ICML 2026.
  • (2026.05) We received an ARC Linkage Project (LP) grant on "Enabling VLA Assistive Robotics for the Future of Aged Care in Australia"!
  • (2026.05) I will serve as the Area Chair of NeurIPS 2026.
  • (2026.05) I will serve as the Local Arrangement Chair of DICTA 2026 [Australia's premier conference on computer vision].
  • (2026.05) 1 paper is accepted by TIP 2026 (IF 10.8).
  • (2026.05) 4 papers are accepted by ICML 2026.
  • (2026.04) 1 paper is accepted by ACL 2026.
  • (2026.03) I received EMCRs Training Scheme Award as the Lead Applicant, The University of Sydney.
  • (2026.02) 3 papers (1 Highlight) are accepted by CVPR 2026.
  • (2026.01) We received an AEA (Australia's Economic Accelerator) Ignite grant on "Last-link Automation in Daily Retail Operations"!
  • (2026.01) 1 paper is accepted by ICLR 2026.
  • (2025.11) 1 paper is accepted by AAAI 2026.
  • (2025.09) 1 paper is accepted by NeurIPS 2025.
  • (2025.05) 1 paper is accepted by TPAMI 2025 (IF 20.4).
  • (2025.05) 1 paper is accepted by ICML 2025.
  • (2025.05) 1 paper is accepted by KDD 2025.
  • (2025.05) Successfully organized the Workshop on Sustainable AI for the Future Web at The Web Conference 2025 [CORE A*], Sydney, Australia.

Selected Publications

  • TPAMI 2025 TPAMI 2025
    [1] On Positive-Unlabeled Classification from Corrupted Data in GANs
    Yunke Wang, Chang Xu, Tianyu Guo, Bo Du, Dacheng Tao
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025.
  • ICML 2025 ICML 2025
    [2] Position: AI Scaling: From Up to Down and Out
    Yunke Wang, Yanxi Li, Chang Xu
    International Conference on Machine Learning (ICML), 2025.
  • ICML 2024 ICML 2024
    [3] Imitation Learning from Purified Demonstrations
    Yunke Wang, Minjing Dong, Yukun Zhao, Bo Du, Chang Xu
    International Conference on Machine Learning (ICML), 2024.
  • NN 2024 NN 2024
    [4] Multi-Tailed Vision Transformer for Efficient Inference
    Yunke Wang, Bo Du, Wenyuan Wang, Chang Xu
    Neural Networks, 2024.
  • KDD 2023 KDD 2023
    [5] Learning to Schedule in Diffusion Probabilistic Models
    Yunke Wang, Xiyu Wang, Anh-Dung Dinh, Bo Du, Chang Xu
    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2023.
  • AAAI 2023 AAAI 2023
    [6] Unlabeled Imperfect Demonstrations in Adversarial Imitation Learning
    Yunke Wang, Bo Du, Chang Xu
    AAAI Conference on Artificial Intelligence (AAAI), 2023.
  • IJCAI 2021 IJCAI 2021
    [7] Robust Adversarial Imitation Learning via Adaptively-Selected Demonstrations
    Yunke Wang, Chang Xu, Bo Du
    International Joint Conference on Artificial Intelligence (IJCAI), 2021.
  • ICML 2021 ICML 2021
    [8] Learning to Weight Imperfect Demonstrations
    Yunke Wang, Chang Xu, Bo Du, Honglak Lee
    International Conference on Machine Learning (ICML), 2021.
  • Preprint 2024 Preprint
    [9] Visual Imitation Learning with Calibrated Contrastive Representation
    Yunke Wang, Linwei Tao, Yutian Lin, Bo Du, Chang Xu
    Preprint, 2024.
View full publication list โ†’

Services

Academic Leadership
  • Co-Lead of Green Computing Pillar, Net Zero Institute, The University of Sydney
Conference Organizer
  • Web Chair, ACM MM [CORE A*], 2027
  • Local Arrangement Chair, DICTA [Premier Conference on Computer Vision in Australia], 2026
Workshop Organizer
  • AI Coding for Research Productivity: An EMCR Training Workshop, The University of Sydney, 2026
  • Workshop on Sustainable AI for the Future Web, The Web Conference [CORE A* / CCF A], 2025
Area Chair
  • NeurIPS
Conference Reviewer
  • NeurIPS, ICML, ICLR, CVPR, ICCV, ECCV, KDD, ACM MM, AAAI, IJCAI, CoRL, ICRA, IROS, ICPR
Journal Reviewer
  • TPAMI, Artificial Intelligence, TMLR, TIP, TMM, TKDE, TCSVT, RA-L, Neural Networks, Neurocomputing, PR-L

Contact

Email: yunke.wang at sydney.edu.au
Office: J17, The University of Sydney, Sydney NSW 2006, Australia