Scholar
Haoyu Huang
Google Scholar ID: tWnT7wEAAAAJ
HKUST
Large Language Models
Knowledge Graphs
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Citations & Impact
All-time
Citations
106
H-index
5
i10-index
2
Publications
7
Co-authors
0
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Publications
10 items
SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning
2026
Cited
0
NGDB-Zoo: Towards Efficient and Scalable Neural Graph Databases Training
2026
Cited
0
Egocentric Gaze Estimation via Neck-Mounted Camera
2026
Cited
0
AtlasKV: Augmenting LLMs with Billion-Scale Knowledge Graphs in 20GB VRAM
2025
Cited
0
AutoGraph-R1: End-to-End Reinforcement Learning for Knowledge Graph Construction
2025
Cited
0
AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora
2025
Cited
0
Retrieval-Augmented Generation with Hierarchical Knowledge
2025
Cited
0
Prompt as Knowledge Bank: Boost Vision-language model via Structural Representation for zero-shot medical detection
2025
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0
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Resume (English only)
Academic Achievements
Preprints and Publications:
1. AutoGraph-R1: End-to-End Reinforcement Learning for Knowledge Graph Construction
2. AtlasKV: Augmenting LLMs with Billion-Scale Knowledge Graphs in 20GB VRAM
3. AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora
4. Retrieval-Augmented Generation with Hierarchical Knowledge
5. Can LLMs be Good Graph Judge for Knowledge Graph Construction?
6. Next-POI Recommendation via Spatial-Temporal Knowledge Graph Contrastive Learning and Trajectory Prompt
7. Building and Exploiting Spatial-Temporal Knowledge Graph for Next POI Recommendation
Awards:
1. Huawei Spark Award, 2024
2. Second Prize of Huawei Cup CPMCM (National), 2024
Academic Service:
1. Conference Reviewer: ARR Feb 2025, ARR May 2025
2. Journal Reviewer: IEEE TKDE
3. Conference Volunteer: EMNLP 2025
Research Experience
1. Conducting Ph.D. research at KnowComp, HKUST
2. Worked as a Research Assistant in the Center of Machine Learning Research, PKU
Education
1. Ph.D. in CSE at HKUST, Hong Kong SAR, China, 2025-2029 (expected), supervised by Prof. Yangqiu Song
2. M.Sc. in CSE at CUHK, Hong Kong SAR, China, 2024-2025, supervised by Prof. James Cheng
3. B.E. in CS at BJTU, Beijing, China, 2019-2023, supervised by Prof. Huaiyu Wan
4. Worked as a Research Assistant in the Center of Machine Learning Research of PKU, supervised by Prof. Wentao Zhang
Background
Research interests include: Large Language Models for Knowledge Graphs and Knowledge Graphs for Large Language Models.
Miscellany
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