Selected Publications
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration
AAAI Conference on Artificial Intelligence (AAAI), 2025
A dual-agent framework for knowledge graph reasoning, which combines an efficient guidance agent with an exploration agent to achieve better performance with less computational resources.
Windows deep transformer Q-networks: an extended variance reduction architecture for partially observable reinforcement learning
Applied Intelligence, 2024
A transformer-based architecture for dealing with partially observable reinforcement learning environments by reducing variance through windowed state processing.
Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness
arXiv preprint arXiv:2606.18874
A research harness that externalizes research synthesis and experimental validation into explicit, inspectable, and controllable structures for AI scientists
AirQA: A Comprehensive QA Dataset for AI Research with Instance-Level Evaluation
International Conference on Learning Representations (ICLR), 2026
A human-annotated comprehensive scientific paper QA dataset with 13948 papers and 1246 questions, that encompasses multi-task, multi-modal and instance-level evaluation.
G-Scaler: Graph Few-Shot Class-Incremental Learning via Structural Coupling and Elegant Shift Rectification
Neurocomputing, 2026
A graph learning method that enables few-shot class-incremental learning through structural coupling mechanisms and shift rectification strategies.
Honors & Service 🏆
Selected Awards
Major Honors
National Scholarship
Ministry of Education (Top 0.2%)
2024
First Prize
The Chinese Mathematics Competitions for College Students
2023
Outstanding Student Prize
China University of Petroleum
2023
2024
Outstanding Star Scholarship for Innovation and Entrepreneurship
China University of Petroleum
2024
2025
Community Service
Journal / Conference Reviewer
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
AAAI Conference on Artificial Intelligence (AAAI)
ACL Rolling Review (ARR) · Association for Computational Linguistics
Hobbies & Interests 🎵
Music
Music has always been an essential part of my life. I enjoy various genres, but Japanese pop music and anisong compositions hold a special place in my heart. My favorite songs include NEO SKY NEO MAP!, ユニゾン, and 満ちてゆく, whose melodies accompany me during research and study sessions.
Anime Idol Groups
I'm an enthusiastic fan of anime idol groups, particularly drawn to their choreography, music production, and the positive energy they bring. My favorite group is Poppin' Party, 虹ヶ咲学園スクールアイドル同好会, and スタァライト九九組, whose self-producing capabilities and diverse performances have always impressed me.
Following their journey not only brings joy but also inspires me to pursue excellence in my own work. I admire the dedication and teamwork displayed by these performers, which often reminds me of the collaborative nature of research. One of my current dreams is to go and watch their live performances on the spot! 🥰
Outdoor Travel
Exploring natural landscapes and diverse cultures has become my favorite way to recharge. I've been fortunate to visit several breathtaking locations, including Zhu Shan in Qingdao, Jinsha Jiang in Panzhihua, and the 3rd Beach in Qingdao.
Each journey provides new perspectives and inspiration for my research. The tranquility found in nature often helps me develop fresh ideas and approaches to academic challenges. Hiking through mountain trails has taught me perseverance, while observing different ecosystems has broadened my understanding of complex systems.
