Achievements

Grants

SRI High Performance AI Server

Taumata Teitei RDF Research Fund. PI. $NZD 1,150,000

2026–2029

Aotearoa Agentic AI Platform: A Productivity Multiplier

MBIE Artificial Intelligence Research Platform. PI. $NZD 250,000 (Phase I)

[MBIE NZIAT Announcement]

2026

Human-in-the-Loop Responsible AI for Medical Diagnosis and Decision-Making

Worldwide Universities Network – Research Development Fund. PI. $NZD 20,300

2025

Uncertainty-Aware Test-Time Scaling for LLMs

Google Research Credits Grant. PI. $NZD 24,420

2025

Emotional Speech Generation for Intelligent Dialogue Systems

Wuhan University Collaborative Seed Grant. PI. $NZD 11,250

2025

Small-Scale LLMs for Health Event Prediction

Google Cloud Research Credits Grant. PI. $NZD 16,200

2024

Artificial Internet of Things for Ubiquitous Computing

Australia Research Training Programme. PI. $NZD 259,700

2017–2021

Selected Awards

ACM TOSN Distinguished Reviewer

2026

Best Paper Presentation Award

ACM MobiCom Adjunct

2024

Best Paper Runner-Up Award

ACM IPSN, Top 2% (2/92)

2024

ACM MobiSys Rising Star

ACM SIGMOBILE

2023

Best Poster Runner-Up Award

ACM MobiCom, Top 5% (2/36)

2022

CSIRO's Data61 Scholarship

Joint PhD scholarship with UNSW

2017–2021

Australian Government Research Training Program (RTP) Scholarship

Most Prestigious Australian Government Funded Scholarship, Top 1%

2017–2021

Excellent Graduation Thesis

State Key Lab of Robotics, Chinese Academy of Sciences, Top 1% (1/67)

2015

Talks

Invited Talks
  • From TinyML to On-Device LLMs: Reliable and Scalable Edge Intelligence

    Tsinghua University, China
    Jan 14, 2026.

  • On-Device ML: Opportunities and Challenges

    Wuhan University, China
    Dec 25, 2025.

  • Efficient, Robust, and Applied Artificial Intelligence for the Edge

    University of Auckland, Auckland, New Zealand.
    April 9, 2025.

  • Robust and Adaptive On-Device AI: From TinyML to On-device LLMs

    Samsung AI Centre Cambridge, UK
    April 4, 2025.

  • Advancing Mobile Sensing Systems and Efficient AI: Bridging the gap between AI and resource-constrained wearable devices

    Microsoft Research Asia, China
    Mar 26, 2025.

  • Efficient Compilers for TinyML and LLMs

    Google
    Nov 11, 2024.

  • Mobile HCI via Edge Intelligence

    CSE, University of New South Wales, Sydney, Australia
    July 9, 2024

  • Mobile Human-Computer Interaction and Edge AI

    CIS, FEIT, University of Melbourne, Melbourne, Australia
    June 26, 2024.

  • MobileHCI via Novel Mobile Sensing and Edge Intelligence

    x-Lab & IITP, University of Melbourne, Melbourne, Australia
    September 3, 2024.

  • Empowering Personalized Intelligence Through Adaptive Pocket AI

    RMIT University, Melbourne, Australia
    November 13, 2024

  • Ubiquitous, Secure and Efficient Mobile Sensing Intelligence

    MobiSys'23, Helsinki, Finland
    June 19, 2023.

  • Resource and Uncertainty Aware Event Detection for Microcontrollers

    Mobile System Lab, University of Cambridge, Cambridge, UK
    April 16, 2022.

  • TinyTTA: Efficient Test-time Adaptation via Early-exit Ensembles on Edge Devices

    NeurIPS'24, Vancouver, Canada.
    December 10, 2024, paper presentation

  • Uncertainty and Resource-Aware Event Detection on Microcontrollers

    PerCom'24, Biarritz, France.
    March 11, 2024, paper presentation

  • Ubiquitous Fine-Grained Swing Tracking Framework via Stochastic Neural Architecture Search and Adversarial Learning

    IMWUT'21, Virtual
    September 22, 2021, paper presentation

  • Mobile Golf Swing Tracking via Sensor Fusion using Conditional Generative Adversarial Network

    EWSN'21, Delft, Netherlands
    February 18, 2021, paper presentation

  • Mobile Golf Swing Tracking Using Deep Learning with Data Fusion

    Sensys'19, New York, USA
    January 13, 2019, paper presentation