CV
General Information
Full Name | He, Pengfei |
Education
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2022-present
Computer Science PhD
Department of Computer Science and Engineering, Michigan State University, Michigan, USA
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2020-present
Statistics PhD
Department of Statistics and Probability, Michigan State University, Michigan, USA
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2019-2020
Statistics M.S.
Department of Statistics, University of Wisconsin, Madison, Wisconsin, USA
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2015-2019
Mathematics B.S.
Department of Statistics, Nankai University, Tianjin, China
Honors and Awards
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2022
- CIKM-2022 Student Registration Award
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2022
- KDD-2022 Student Registration Award
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2021
- Awarded the Professor James Stapleton Prize in Statistics, Michigan State University
-
2016
- Recipient of Second Prize, Nankai University
Experiences
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2024 Summer
- Research Intern at Alibaba Group (US)
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2023-present
- Visiting research student at Okinawa Institute of Science and Technology (OIST)
-
2022
- Research Scientist at James Madison College, Michigan State university
Academic Interests
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Truthworthy LLMs
- Jailbreak attacks and interpretibility
- Data poisoning attacks
- Understanding of in-context learning and chain-of-thought reasoning
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LLM Agents
- Enhance LLM-based agents reasoning
- Backdoor attacks on LLM Agents
- Privacy of LLM Agents
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Adversarial learning.
- Data poisoning attack and defense
- Model robustness and generalization
- Data poisoning
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Diffusion models.
- Watermark and backdoor attacks.
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Machine learning & Statistics.
- Deep model expressiveness and overfitting
- High-dimensional statistics
Services
- PC member/reviewer for AAAI-2022, AAAI-2023, KDD-2023, SDM-2023, ICDM-2023, PAKDD-2023, AAAI-2024, WWW-2024, KDD-2024,SDM-2024, ACL-2024, EMNLP-2024, ICML-2024, NeruIPS-2024, ICLR-2025, SDM-2025, AISTAT-2025, TKDE, TKDD, TMLR, JASA.
- SPC for TKDD.
- Volunteer for KDD2022
Other Interests
- Gym&Muscle; Tennis; Basketball; Badminton
- Anime; Manga; Pop&Classic, playing Violin
- Video games!!!