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Posts by Collection
portfolio
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publications
A Survey on Efficient Processing of Similarity Queries over Neural Embeddings.
Yifan Wang. "A Survey on Efficient Processing of Similarity Queries over Neural Embeddings." arXiv preprint arXiv:2204.07922 (2022). PDF
Extensible Database Simulator for Fast Prototyping In-Database Algorithms.
Yifan Wang and Daisy Zhe Wang. 2022. Extensible Database Simulator for Fast Prototyping In-Database Algorithms. In Proceedings of the 31st ACM International Conference on Information & Knowledge Management (CIKM '22). Association for Computing Machinery, New York, NY, USA, 5029–5033. https://doi.org/10.1145/3511808.3557205 PDF
Learned Accelerator Framework for Angular-Distance-Based High-Dimensional DBSCAN
Yifan Wang, and Daisy Zhe Wang. "Learned Accelerator Framework for Angular-Distance-Based High-Dimensional DBSCAN". In Proceedings of the 26th International Conference on Extending Database Technology (EDBT), 28th March-31st March, 2023. PDF
LIDER: An Efficient High-dimensional Learned Index for Large-scale Dense Passage Retrieval.
Yifan Wang, Haodi Ma, and Daisy Zhe Wang. "LIDER: An Efficient High-dimensional Learned Index for Large-scale Dense Passage Retrieval". PVLDB, 16(2): 154 - 166, 2022. doi:10.14778/3565816.3565819 PDF
PilotScope: Steering Databases with Machine Learning Drivers.
(Accepted by VLDB 2024) Rong Zhu, Lianggui Weng, Wenqing Wei, Di Wu, Jiazhen Peng, Yifan Wang, Bolin Ding, Defu Lian, Bolong Zheng, Jingren Zhou. "PilotScope: Steering Databases with Machine Learning Drivers." VLDB 2024 PDF
talks
teaching
Teaching assistant for course “Intro to Data Science” in Fall 2019
Undergraduate/Graduate course, University of Florida, 2019
Giving lectures for lab work of the course, grading and question answering.
Teaching assistant for course “Information and Database Systems I” in Fall 2022
Undergraduate course, University of Florida, 2022
Instructing lab work of the course, grading and question answering.
Teaching assistant for course “Computer Networks” in Spring 2023
Graduate course, University of Florida, 2023
Assisting in classes, grading assignments/exams/projects, holding office hours and question answering.
Teaching assistant for course “Data Engineering” in Spring 2024
Graduate course, University of Florida, 2024
Assisting in classes, making up exams, grading assignments/exams/projects, holding office hours and question answering.