Patents

[14] SELECTION OF HYPERPARAMETERS FOR EXPLAINABILTY MODALITY. Inventors: Pedro Larroy, Pinar Yilmaz, Michele Donini, Muhammad Bilal Zafar. Patent application filed on: September 2022.

[13] EXPLANATIONS OF MACHINE LEARNING MODEL PREDICTIONS AT CLIENT-SELECTED TEXT GROUPING GRANULARITIES. Inventors:  Cédric Archambeau, Felix Biessmann, Sanjiv Das, Michele Donini, Michaela Hardt, Tyler Hill, Krishnaram Kenthapadi, Pedro Larroy, Xinyu Liu, Philipp Schmidt, Keerthan Harish Vasist, Pinar Yilmaz, Muhammad Bilal Zafar. Patent application filed on: November 2021.

[12] DATA AUGMENTATION TECHNIQUE. Inventors: Krishnaram Kenthapadi, Xiaoguang Chen, Michele Donini, Tyler Hill, Xinyu Liu, Amaresh Siva, Pinar Yilmaz, Muhammad Bilal Zafar. Patent application filed on: November 2021.

[11] PERFORMING EXPLANATION JOBS FOR COMPUTER VISION TASKS. Inventors: Ashish Rathi, Michele Donini, Tyler Hill, Krishnaram Kenthapadi, Xinyu Liu, Pinar Yilmaz, Muhammad Bilal Zafar. Patent application filed on: November 2021.

[10] BIAS MITIGATION METHOD BENCHMARKING. Inventors: Krishnaram Kenthapadi,  Cédric Archambeau, Xiaoguang Chen, Emily Diana, Michele Donini, Wesley Gill, Tyler Hill, Michael Kearns, Xinyu Liu, Aaron Roth, Amaresh Siva, Pinar Yilmaz, Muhammad Bilal Zafar. Patent application filed on: November 2021.

[9] BIAS MITIGATION METHOD EVALUATION. Inventors: Krishnaram Kenthapadi,  Cédric Archambeau, Xiaoguang Chen, Emily Diana, Michele Donini, Wesley Gill, Tyler Hill, Michael Kearns, Xinyu Liu, Aaron Roth, Amaresh Siva, Pinar Yilmaz, Muhammad Bilal Zafar. Patent application filed on: November 2021.

[8] GLOBAL EXPLANATIONS OF MACHINE LEARNING MADEL PREDICTIONS FOR INPUT CONTAINING TEXT ATTRIBUTES. Inventors:  Cédric Archambeau, Sanjiv Das, Michele Donini, Michaela Hardt, Tyler Hill, Krishnaram Kenthapadi, Pedro Larroy, Xinyu Liu, Keerthan Harish Vasist, Pinar Yilmaz, Muhammad Bilal Zafar. Patent application filed on: November 2021. Patent approved on: May 2024, US Patent No. 11977836.

[7] METHOD TO MONITOR NLP EXPLANATIONS (SPECIFICALLY CUSTOMER KNOBS AT VARIOUS GRANULARITY). Inventors:  Cédric Archambeau, Sanjiv Das, Michele Donini, Michaela Hardt, Tyler Hill, Krishnaram Kenthapadi, Pedro Larroy, Xinyu Liu, Keerthan Harish Vasist, Pinar Yilmaz, Muhammad Bilal Zafar. Patent application filed on: November 2021.

[6] EVALUATING CONFIGURATIONS OF EXPLANATION JOBS TO HANDLE DATA MODALITIES WITH MULTIPLE SUB-FEATURES FOR ANALYZING MULTI-MODAL MACHINE LEARNING MODELS. Inventors: Sanjiv Das, Michele Donini, Michaela Hardt, Krishnaram Kenthapadi, Pedro Larroy, Xinyu Liu, Keerthan Harish Vasist, Pinar Yilmaz, Muhammad Bilal Zafar. Patent application filed on: November 2021.

[5] STAGED BIAS MEASUREMENTS IN MACHINE LEARNING PIPELINES. Inventors: Sanjiv Das, Michele Donini, Jason Gelman, Kevin Haas, Tyler Hill, Krishnaram Kenthapadi, Pinar Yilmaz, Muhammad Bilal Zafar, Pedro Larroy. Patent application filed on: November 2020.

[4] GENERATING VIEWS FOR BIAS METRICS AND FEATURE ATTRIBUTION CAPTURED IN MACHINE LEARNING PIPELINES. Inventors: Sanjiv Das, Michele Donini, Jason Gelman, Kevin Haas, Tyler Hill, Krishnaram Kenthapadi, Pinar Yilmaz, Muhammad Bilal Zafar, Pedro Larroy. Patent application filed on: November 2020.

[3] CAPTURING FEATURE ATTRIBUTION IN MACHINE LEARNING PIPELINES. Inventors: Sanjiv Das, Michele Donini, Jason Gelman, Kevin Haas, Tyler Hill, Krishnaram Kenthapadi, Pinar Yilmaz, Muhammad Bilal Zafar, Pedro Larroy. Patent application filed on: November 2020.

[2] MONITORING BIAS METRICS AND FEATURE ATTRIBUTION FOR TRAINED MACHINE LEARNING MODELS. Inventors: Sanjiv Das, Michele Donini, Jason Gelman, Kevin Haas, Tyler Hill, Krishnaram Kenthapadi. Patent application filed on: November 2020.

[1] HYPERPARAMETER OPTIMIZATION USING FAIRNESS CONSTRAINTS. Inventors: Valerio Perrone, Michele Donini, Krishnaram Kenthapadi,  Cédric Archambeau. Patent application filed on: July 2020. Patent approved on: September 2022, US Patent No. 11481659.