Accelerating Human-in-the-loop Machine Learning: Challenges and Opportunities. - Doris Xin; Litian Ma; Jialin Liu; Stephen Macke; Shuchen Song; Aditya G. Parameswaran (DEEM@SIGMOD, 2018)

How Developers Iterate on Machine Learning Workflows - A Survey of the Applied Machine Learning Literature. - Doris Xin; Litian Ma; Shuchen Song; Aditya G. Parameswaran (CoRR, 2018)

Helix: Accelerating Human-in-the-loop Machine Learning. - Doris Xin; Litian Ma; Jialin Liu; Stephen Macke; Shuchen Song; Aditya G. Parameswaran (Proc. VLDB Endow., 2018)

Helix: Holistic Optimization for Accelerating Iterative Machine Learning. - Doris Xin; Stephen Macke; Litian Ma; Jialin Liu; Shuchen Song; Aditya G. Parameswaran (Proc. VLDB Endow., 2018)