Juntao Tan

PhD candidate

Rutgers University

I am a PhD candidate at the Computer Science Department at Rutgers University. I am fortunate to be advised by Prof. Yongfeng Zhang.

My research mainly focuses on Machine Learning, Explainable AI, and Recommender Systems. Explore my website for more details about my work. I’m currently looking into how Large Language Models (LLMs) can be used in recommendation scenarios.

Interests

Information Retrieval and Recommender Systems
Explainable AI
Causal Inference
AI for Science
Machine Learning

Education

PhD in Computer Science, 2019 - present
Rutgers University
MS in Computer Science, 2017 - 2019
Rutgers University
BEng in Software Engineering, 2012 - 2016
Huazhong University of Science and Technology

Publications

User-Controllable Recommendation via Counterfactual Retrospective and Prospective Explanations. ECAI2023.

Juntao Tan, Yingqiang Ge, Yan Zhu, Yinglong Xia, Jiebo Luo, Jianchao Ji, Yongfeng Zhang

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ExplainableFold: Understanding AlphaFold Prediction with Explainable AI. KDD2023.

Juntao Tan, Yongfeng Zhang

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OpenAGI: When LLM Meets Domain Experts.

Yingqiang Ge, Wenyue Hua, Jianchao Ji, Juntao Tan, Shuyuan Xu, Yongfeng Zhang

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Towards More Robust and Accurate Sequential Recommendation with Cascade-guided Adversarial Training.

Juntao Tan, Shelby Heinecke, Zhiwei Liu, Yongjun Chen, Yongfeng Zhang, Huan Wang

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Dynamic Causal Collaborative Filtering. CIKM2022.

Shuyuan Xu, Juntao Tan, Zuohui Fu, Jianchao Ji, Shelby Heinecke, Yongfeng Zhang

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Explainable Fairness in Recommendation. SIGIR2022.

Yingqiang Ge, Juntao Tan, Yan Zhu, Yinglong Xia, Jiebo Luo, Shuchang Liu, Zuohui Fu, Shijie Geng, Zelong Li, Yongfeng Zhang

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Causal factorization machine for robust recommendation. JCDL2022.

Yunqi Li, Hanxiong Chen, Juntao Tan, Yongfeng Zhang

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Counterfactual Collaborative Reasoning. WSDM2023.

Jianchao Ji, Zelong Li, Shuyuan Xu, Max Xiong, Juntao Tan, Yingqiang Ge, Hao Wang, Yongfeng Zhang

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Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning. WWW2022.

Juntao Tan, Shijie Geng, Zuohui Fu, Yingqiang Ge, Shuyuan Xu, Yunqi Li, Yongfeng Zhang

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Path Language Modeling over Knowledge Graphsfor Explainable Recommendation. WWW2022.

Shijie Geng, Zuohui Fu, Juntao Tan, Yingqiang Ge, Gerard de Melo, Yongfeng Zhang

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Counterfactual Explainable Recommendation. CIKM2021.

Juntao Tan, Shuyuan Xu, Yingqiang Ge, Yunqi Li, Xu chen, Yongfeng Zhang

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A Self-supervised Learning System for Object Detection in Videos Using Random Walks on Graphs. ICRA2021.

Juntao Tan, Changkyu Song, Abdeslam Boularias