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Zhihua Jin

3 accepted papers

2023

HAPI Explorer: Comprehension, Discovery, and Explanation on History of ML APIs

AAAI 2023technical

Machine learning prediction APIs offered by Google, Microsoft, Amazon, and many other providers have been continuously adopted in a plethora of applications, such as visual object detection, natural language comprehension, and speech recognition. Despite the importance of a systematic study and comp…

Cited by 1SourcePDFScholar
2022

HAPI: A Large-scale Longitudinal Dataset of Commercial ML API Predictions

NeurIPS 2022accept

Commercial ML APIs offered by providers such as Google, Amazon and Microsoft have dramatically simplified ML adoptions in many applications. Numerous companies and academics pay to use ML APIs for tasks such as object detection, OCR and sentiment analysis. Different ML APIs tackling the same task ca…