Nastaran Okati

Nastaran Okati

PhD Student at the Max Planck Institute for Software Systems

Publication

Conferences

  1. On the Within-Group Fairness of Screening Classifiers
    40th International Conference on Machine Learning, ICML 2023
    Nastaran Okati, Stratis Tsirtsis, and Manuel Gomez-Rodriguez
    code

  2. Improving Expert Predictions with Conformal Prediction
    40th International Conference on Machine Learning, ICML 2023
    Eleni Straitouri, Lequng Wang, Nastaran Okati, Manuel Gomez-Rodriguez
    code

  3. Differentiable Learning Under Triage
    35th Conference on Neural Information Processing Systems, NeurIPS 2021
    Nastaran Okati, Abir De, and Manuel Gomez-Rodriguez
    code, slides, video

  4. Classification Under Human Assistance
    35th AAAI Conference on Artificial Intelligence, AAAI 2021
    Nastaran Okati*, Abir De*, Ali Zare-Zadeh and Manuel Gomez-Rodriguez (*Equal contribution)
    code

  5. Efficient Parameterized Algorithms for Data Packing IEEE Best Student Paper Award
    46th ACM Symposium on Principles of Programming Languages, POPL 2019
    Krishnendu Chatterjee, Amir Goharshady, Nastaran Okati and Andreas Pavlogiannis (Alphabetical Author Order)
    code, slides, video

  6. Computational Approaches for Stochastic Shortest Path on Succinct MDPs
    27th International Joint Conference on Artificial Intelligence, IJCAI 2018
    Krishnendu Chatterjee, Hongfei Fu, Amir Goharshady, and Nastaran Okati (Alphabetical Author Order)
    slides

Workshops

  1. On the Within-Group Discrimination of Screening Classifiers
    Workshop on Ethical Artificial Intelligence, KDD 2023
    Nastaran Okati, Stratis Tsirtsis, and Manuel Gomez-Rodriguez
    code

  2. Provably Improving Expert Predictions with Conformal Prediction
    Workshop on Distribution-Free Uncertainty Quantification, ICML 2022
    Eleni Straitouri, Lequng Wang, Nastaran Okati, Manuel Gomez-Rodriguez
    code

  3. Differentiable Learning Under Triage
    Workshop on Human in the Loop Machine Learning, ICML 2021
    Nastaran Okati, Abir De and Manuel Gomez-Rodriguez
    code

  4. Classification Under Human Assistance
    Workshop on Consequential Decision Making in Dynamic Environments, NeurIPS 2020
    Abir De, Nastaran Okati, Ali Zare-Zadeh and Manuel Gomez-Rodriguez
    code

Preprints

  1. Regression Under Human Assistance
    Abir De, Nastaran Okati, Paramita Koley, Niloy Ganguly, and Manuel Gomez-Rodriguez
    Preliminary version of this work appeared in AAAI 2020
    code, slides