Glad to see you here. I am Shijue Huang (ι»δ»η΅), a first-year PhD student at the Hong Kong University of Science and Technology (HKUST), supervised by Prof. Yi R. (May) Fung. Before this, I received my Masterβs degree from Harbin Institute of Technology, Shenzhen.
My research interests include Large Language Models, Reasoning, and Agent. If you are seeking any form of academic cooperation, please feel free to email me at joehsj310@gmail.com.
π₯ News
- 2025.05: π₯ Released AdaCtrl, supporting adaptive and controllable reasoning via difficulty-aware budgeting!
- 2025.05: π One paper (SRLM) is accepted by ACL 2025 (Findings).
- 2025.04: π₯ Released ReTool, a reinforcement learning-based multi-turn tool-use agent training framework!
- 2025.01: π Released UI-TARS: Industryβs open-source GUI Agent foundation model with 6.2K+ GitHub stars!
- 2024.12: π One paper (SKE-Learn) is accepted by AAAI 2025 (Oral).
- 2024.05: π One paper (UltraTool) is accepted by ACL 2024 (Findings).
π Publications
Tool-Learning Agent
- Technical Report Retool: Reinforcement learning for strategic tool use in llms, Jiazhan Feng*, Shijue Huang*, Xingwei Qu, Ge Zhang, Yujia Qin, Baoquan Zhong, Chengquan Jiang, Jinxin Chi, Wanjun Zhong.
- Technical Report UI-TARS: Pioneering Automated GUI Interaction with Native Agents, Yujia Qin, Yining Ye, Junjie Fang, Haoming Wang, Shihao Liang, Shizuo Tian, Junda Zhang, Jiahao Li, Yunxin Li, Shijue Huang, Wanjun Zhong, Kuanye Li, Jiale Yang, Yu Miao, Woyu Lin, Longxiang Liu, Xu Jiang, Qianli Ma, Jingyu Li, Xiaojun Xiao, Kai Cai, Chuang Li, Yaowei Zheng, Chaolin Jin, Chen Li, Xiao Zhou, Minchao Wang, Haoli Chen, Zhaojian Li, Haihua Yang, Haifeng Liu, Feng Lin, Tao Peng, Xin Liu, Guang Shi
- Arxiv Acting Less is Reasoning More! Teaching Model to Act Efficiently, Hongru Wang, Cheng Qian, Wanjun Zhong, Xiusi Chen, Jiahao Qiu, Shijue Huang, Bowen Jin, Mengdi Wang, Kam-Fai Wong, Heng Ji.
Large Language Model Reasoning
- Arxiv AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting, Shijue Huang, Hongru Wang, Wanjun Zhong, Zhaochen Su, Jiazhan Feng, Bowen Cao, Yi R Fung.
- AAAI 2025 (Oral) Empowering Self-Learning of LLMs: Inner Knowledge Explicitation as a Catalyst, Shijue Huang, Wanjun Zhong, Deng Cai, Fanqi Wan, Chengyi Wang, Mingxuan Wang, Mu Qiao, Ruifeng Xu.
- ACL 2025 (Findings) Self-reasoning language models: Unfold hidden reasoning chains with few reasoning catalyst, Hongru Wang, Deng Cai, Wanjun Zhong, Shijue Huang, Jeff Z Pan, Zeming Liu, Kam-Fai Wong.
- Arxiv Let Large Languague Models Find the Data to Train Themselves, Fanqi Wan, Deng Cai, Shijue Huang, Xiaojun Quan, Mingxuan Wang.
- EMNLP 2023 Cross-lingual Prompting: Improving Zero-shot Chain-of-Thought Reasoning across Languages, Libo Qin, Qiguang Chen, Fuxuan Wei, Shijue Huang, Wanxiang Che.
Benchmark and Evaluation
- ACL 2024 (Findings) Planning, Creation, Usage: Benchmarking LLMs for Comprehensive Tool Utilization in Real-World Complex Scenarios, Shijue Huang, Wanjun Zhong, Jianqiao Lu, Qi Zhu, Jiahui Gao, Weiwen Liu, Yutai Hou, Xingshan Zeng, Yasheng Wang, Lifeng Shang, Xin Jiang, Ruifeng Xu, Qun Liu.
- EMNLP 2024 (Findings) CLongEval: A Chinese Benchmark for Evaluating Long-Context Large Language Models, Zexuan Qiu, Jingjing Li, Shijue Huang, Wanjun Zhong, Irwin King.
- ACL 2023 (Findings) MMSD2.0: Towards a Reliable Multi-modal Sarcasm Detection System, Libo Qin*, Shijue Huang*, Qiguang Chen, Chenran Cai, Yudi Zhang, Bin Liang, Wanxiang Che, Ruifeng Xu.
Multi-modal Learning
- ICASSP 2024 SDIF-DA: A Shallow-to-Deep Interaction Framework with Data Augmentation for Multi-modal Intent Detection, Shijue Huang, Libo Qin, Bingbing Wang, Geng Tu, Ruifeng Xu.
- Knowledge-based Systems What do they βmemeβ? A metaphor-aware multi-modal multi-task framework for fine-grained meme understanding, Bingbing Wang, Shijue Huang, Bin Liang, Geng Tu, Min Yang, Ruifeng Xu.
Dialogue System
- Frontiers of Computer Science MPFToD: A Modularized Pre-training Framework for Consistency Identification in Task-oriented Dialogue, Libo Qin*, Shijue Huang*, Qiguang Chen, Qian Liu, Wanxiang Che, Ruifeng Xu.
- ICASSP 2025 CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken Language Understanding, Libo Qin, Fuxuan Wei, Qiguang Chen, Jingxuan Zhou, Shijue Huang, Jiasheng Si, Wenpeng Lu, Wanxiang Che.
- COLING 2022 CGIM: A Cycle Guided Interactive Learning Model for Consistency Identification in Task-oriented Dialogue, Libo Qin, Qiguang Chen, Tianbao Xie, Qian Liu, Shijue Huang, Wanxiang Che, Zhou Yu.
- EMNLP 2021 Donβt be Contradicted with Anything! CI-ToD: Towards Benchmarking Consistency for Task-oriented Dialogue System, Libo Qin, Tianbao Xie, Shijue Huang, Qiguang Chen, Xiao Xu, Wanxiang Che.
ποΈ Honors and Awards
- Outstanding Graduates of Heilongjiang Province, 2025.
- Excellent Graduation Thesis of HIT, 2025.
- National Scholarship, 2023.
- Graduate Special Scholarship of HITSZ, 2023.
- 1st place in NLPCC2023 Shared Task 6, 2023.
- Graduate Special Scholarship of HITSZ, 2022.
- Outstanding Graduates of HIT, 2022.
π Educations
- 2025.09 - Now, PhD, Hong Kong University of Science and Technology, Hongkong.
- 2022.09 - 2025.06, Master, Harbin Institute of Technology, Shenzhen.
- 2018.08 - 2022.06, Undergraduate, Harbin Institute of Technology, Harbin.
β₯οΈ Academic Service
- Reviewer: ICLR, ARR, ACL, EMNLP, AAAI, IJCAI, Knowledge-Based Systems