Towards Robustness Analysis of E-Commerce Ranking System
Ningfei Wang,
Yupin Huang,
Han Cheng
et al.
Abstract:Information retrieval (IR) is a pivotal component in various applications. Recent advances in machine learning (ML) have enabled the integration of ML algorithms into IR, particularly in ranking systems. While there is a plethora of research on the robustness of ML-based ranking systems, these studies largely neglect commercial e-commerce systems and fail to establish a connection between real-world and manipulated query relevance. In this paper, we present the first systematic measurement study on the robustn… Show more
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