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Jiri Gesi

Machine Learning | Retrival & Ranking researcher

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Selected Publications

Representation Learning:

  • Towards Robustness Analysis of E-commerce Ranking System (WWW 2024)

    Ningfei Wang, Yupin Huang, Han Cheng, Jiri Gesi, Vivek Mittal

  • Beyond Self-learned Attention: Mitigating Attention Bias in Transformer-based Models Using Attention Guidance

    Jiri Gesi, Iftekhar Ahmed

  • Behavior-driven Query Similarity Prediction based on Pre-trained Language Models for E-Commerce Search (SIGIReCom 2023)

    Yupin Huang, Jiri Gesi, Xinyu Hong, Han Cheng, Kai Zhong, Vivek Mittal, Qingjun Cui, Vamsi Salaka

  • Out of Time: A Case Study of Using Team and Modification Representation Learning for Improving Bug Report Resolution Time Prediction in Ebay

    Jiri Gesi, Hanzhang Wang, Bochang Wang, Andrew Truelove, Joontae Park, Iftekhar Ahmed

  • Code Clone Detection Using Representation Learning

    Jiri Gesi, Andrew Trulove, Faraz Yazdani

Machine Learning Bias:

  • Feature Bias in Machine Learning Models: An In-Depth Exploration for Software Engineering Tasks

    Jiri Gesi

  • Leveraging Feature Bias for Scalable Misprediction Explanation of Machine Learning Models (ICSE 2023)

    Jiri Gesi, Xinyun Shen, Yunfan Geng, Qihong Chen, Iftekhar Ahmed

  • An Empirical Examination of the Impact of Bias on Just-in-time Defect Prediction (EMSE 2023)

    Jiri Gesi, Jiawei Li, Iftekhar Ahmed

Software Verification:

  • Code Smells in Machine Learning Systems

    Jiri Gesi, Siqi Liu, Jiawei Li, Iftekhar Ahmed, Nachiappan Nagappan, David Lo, Eduardo Santana de Almeida, Pavneet Singh Kochhar, Lingfeng Bao

  • Evaluating and Improving Static Analysis Tools Via Differential Mutation Analysis (QRS 2021)

    Alex Groce, Iftekhar Ahmed, Josselin Feist, Gustavo Grieco, Jiri Gesi, Mehran Meidani

  • Personalized Web Services Interface Design Using Interactive Computational Search (TSE 2018)

    Jiri Gesi