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Mengkang Hu 胡梦康 I am a 2nd-year Ph.D. student at The University of Hong Kong (HKU-MMLAB) guided by Prof. Ping Luo (main) and Prof. Wenping Wang. I am particularly focused on harnessing the potential of Large Language Models (LLMs) to enhance NLP tasks and advance Robotics applications. My current research agenda encompasses: 1. Development and optimization of LLM-based agents (AgentGen, HiAgent); 2. LLM-based planning (Tree-Planner, EmbodiedGPT); 3. Exploration of world modeling capabilities of LLMs (AgentGen). I am open to research discussions and collaborations, feel free to get in touch at [mkhu at connect dot hku dot hk]!
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Selected Publications |
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Mengkang Hu, Tianxing Chen, Qiguang Chen, Yao Mu, Wenqi Shao, Ping Luo arXiv 2024 pdf | code |
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Mengkang Hu, Pu Zhao, Can Xu, Qingfeng Sun, Jianguang Lou, Qingwei Lin, Ping Luo, Saravan Rajmohan, Dongmei Zhang KDD 2024 |
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Mengkang Hu, Haoyu Dong, Ping Luo, Shi Han, Dongmei Zhang COLING 2024 pdf | site |
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Mengkang Hu, Yao Mu, Xinmiao Yu, Mingyu Ding, Shiguang Wu, Wenqi Shao, Qiguang Chen, Bin Wang, Yu Qiao, Ping Luo ICLR 2024 pdf | site |
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Yao Mu, Qinglong Zhang, Mengkang Hu, Wenhai Wang, Mingyu Ding, Jun Jin, Bin Wang, Jifeng Dai, Yu Qiao, Ping Luo NeurIPS 2023 (Spotlight) pdf | code | site |
Experience |
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Research Intern at
February 2023 - February 2024 | Shanghai, China Mainly focus on better use of LLMs in Embodied AI (efficiency, world modeling) under the supervision by Dr. Wenqi Shao. |
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Research Intern at
February 2022 - September 2022 | Beijing, China Mainly focus on intersection of TableQA and Knowledge Graph under the supervision of SR. Haoyu Dong and SR. Research Manager Shi Han. |
Awards&Service |
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Invited Talks |
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