基本信息
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职业迁徙
个人简介
My primary research interests lie in the general areas of Machine Learning, Artificial Intelligence, Natural Language Processing, as well as ML systems, computer vision, healthcare, and other application domains.
In particular, I'm interested in principles and methodologies of Panoramic Learning (paper)—training AI agents with ALL types of experiences, ranging from data instances (NeurIPS), structured knowledge (ACL, NeurIPS), constraints, to rewards, adversaries (NeurIPS), lifelong interplay, etc. To this end, I've been studying a standardized ML formalism (``Standard Model'' of ML) for systematic understanding, unifying, and generalizing a wide range of ML paradigms (e.g., supervised, unsupervised, active, reinforcement, adversarial, meta, lifelong learning).
On this basis, I develop methods and tools for Composable ML that enables easy composition of ML solutions (Texar, ASYML, as part of the open-source consortium CASL); and rich applications for controllable text generation (ICML) and others.
In particular, I'm interested in principles and methodologies of Panoramic Learning (paper)—training AI agents with ALL types of experiences, ranging from data instances (NeurIPS), structured knowledge (ACL, NeurIPS), constraints, to rewards, adversaries (NeurIPS), lifelong interplay, etc. To this end, I've been studying a standardized ML formalism (``Standard Model'' of ML) for systematic understanding, unifying, and generalizing a wide range of ML paradigms (e.g., supervised, unsupervised, active, reinforcement, adversarial, meta, lifelong learning).
On this basis, I develop methods and tools for Composable ML that enables easy composition of ML solutions (Texar, ASYML, as part of the open-source consortium CASL); and rich applications for controllable text generation (ICML) and others.
研究兴趣
论文共 107 篇作者统计合作学者相似作者
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Guangyi Liu,Yu Wang, Zeyu Feng, Qiyu Wu, Liping Tang,Yuan Gao,Zhen Li,Shuguang Cui,Julian McAuley,Eric P. Xing,Zichao Yang,Zhiting Hu
arxiv(2024)
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Chuanyang Jin, Yutong Wu, Jing Cao,Jiannan Xiang,Yen-Ling Kuo,Zhiting Hu,Tomer Ullman,Antonio Torralba, Joshua B. Tenenbaum,Tianmin Shu
CoRR (2024)
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NeurIPS (2023)
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NeurIPS (2023)
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Frontiers in Artificial Intelligence and Applications (2023): 125-152
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