artificial intelligence Articles

  • image-that-says-supporting-innovation-in-ai-research-partnering-with-the-cornell-ann-s-bowers-college-of-computing-and-information-science-bowers-CIS)

    Supporting innovation in AI research: Partnering with the Cornell Ann S. Bowers College of Computing and Information Science (Bowers CIS)

    March 23, 2022

    One of my favorite proverbs is 'if you want to go fast, go alone; if you want to go far, go together'. This couldn't be more true, especially in the field of engineering where when we bring together our collective minds and research, we can achieve greater technological advancements to help people and organizations around the globe reach their goals. That’s why...

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    FastTreeSHAP: Accelerating SHAP value computation for trees

    March 15, 2022

    Co-authors: Jilei Yang, Humberto Gonzalez, Parvez Ahammad In this blog post, we introduce and announce the open sourcing of the FastTreeSHAP package, a Python package based on the paper Fast TreeSHAP: Accelerating SHAP Value Computation for Trees (presented at the NeurIPS2021 XAI4Debugging Workshop). FastTreeSHAP enables an efficient interpretation of tree-based...

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    Performance-Adaptive Sampling Strategy (PASS) for GNNs: Open sourcing PASS

    March 7, 2022

    Co-authors: Jaewon Yang, Minji Yoon, Sufeng Niu, Dash Shi, and Qi He Graphs are a universal way to represent relationships among entities. Social graphs represent how people interact with each other, professional graphs represent how people collaborate, and so on. Graph Neural Networks (GNNs) are deep learning models that are specialized for understanding graphs...

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    Using Bayesian optimization for balancing metrics in...

    February 4, 2022

    Co-authors: Yunbo Ouyang,Viral Gupta, Kinjal Basu, Cyrus Diciccio, Brendan Gavin, and Lin Guo. Most large-scale recommender systems...

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    How our content abuse defense systems work to keep members ...

    January 31, 2022

    To create a safe and trusted experience for our members, our Trust & Safety (TnS) team strives to keep content that violates our...

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    A closer look at how LinkedIn integrates fairness into its ...

    January 13, 2022

    Co-authors: Heloise Logan, Preetam Nandy, Kinjal Basu, and Sakshi Jain At LinkedIn, we work constantly to improve our platform with...