Hi, this is Tianjian. I am currently a first-year PhD student at ArkLab, HKUST(GZ), where I am supervised by Prof. Xin Tong. My research lies at the intersection of human-computer interaction (HCI) and Language Models (LMs). Specifically, I am passionate about the following questions:

  1. How can we foster synchronous human-AI collaboration that enhances productivity while preserving user agency?
  2. How can AI reveal users’ unknown unknowns to augment human cognition?
  3. How can we evaluate, elicit, and enhance models’ intrinsic cooperativity, proactivity, and guidance?

Additionally, I am interested in empirical research in HCI and AI, such as understanding people in HCI and evaluation in AI.

Previously, I received the bacholar degree in Sun Yat-sen University, where I am supervised by Prof. Xiaojun Quan in LLMs and Prof. Zhenhui Peng in HCI.

🔥 News

  • 2026.04.07: One paper is accepted by ACL 2026! Thanks for my supervisor and co-authors!
  • 2026.04.05: Will Attend CHI 2026 at Barcelona!
  • 2025.11.20: Attend ICHEC 2025 in Singapore.
  • 2025.08.20: Join HKUST(GZ) as a new PhD student.
  • 2025.06.30: Graudate from SYSU! Thanks for my advisors, collaborators, and friends!

Publications

ACL 2026
sym

ProactiveEval: A Unified Evaluation Framework for Proactive Dialogue Agents

Tianjian Liu, Fanqi Wan, Jiajian Guo, Xiaojun Quan

Paper Code, Dataset

Proposes a unified evaluation framework to benchmark target planning and guidance capabilities in proactive dialogue agents.

UIST 2024
sym

Compeer: A generative conversational agent for proactive peer support

Tianjian Liu, Hongzheng Zhao, Yuheng Liu, Xingbo Wang, Zhenhui Peng

Paper Code

Develops a proactive agent that can provide personalized caring and self-disclosure with the user, improving peer support effectiveness and user engagement.

Honors and Awards

  • 2025 - 2029, Postgraduate Studentship, Fok Ying Tung Graduate School, HKUST(GZ).
  • 2023, 2024, The second-grade scholarship. Sun Yat-sen University.

Educations

  • 2025.08 - present, PhD student in Computational Media and Arts, HKUST(GZ).
  • 2021.09 - 2025.06, Bacholar in School of Computer Science and Engineering, Sun Yat-sen University.

Life

I maintain a Chinese Blog for research reflections or informal notes.

I am fan of ACGN (Animations, Comics, Games, and Novels). Some awesome works are not only a source of joy and relaxation, but may also bring some encouragement for my research :). I am also dedicated to observing, using and building AI tools or communities related to the ACGN.

These following works have moved and encouraged me: