Publication
Conferences
- On the Within-Group Discrimination of Screening Classifiers
40th International Conference on Machine Learning, ICML 2023
Nastaran Okati, Stratis Tsirtsis, and Manuel Gomez-Rodriguez
code - Improving Expert Predictions with Conformal Prediction
40th International Conference on Machine Learning, ICML 2023
Eleni Straitouri, Lequng Wang, Nastaran Okati, Manuel Gomez-Rodriguez
code - Differentiable Learning Under Triage
35th Conference on Neural Information Processing Systems, NeurIPS 2021
Nastaran Okati, Abir De, and Manuel Gomez-Rodriguez
code, slides, video - Classification Under Human Assistance
35th AAAI Conference on Artificial Intelligence, AAAI 2021
Abir De, Nastaran Okati, Ali Zare-Zadeh and Manuel Gomez-Rodriguez
code - 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 - 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
- On the Within-Group Discrimination of Screening Classifiers
Workshop on Ethical Artificial Intelligence, KDD 2023
Nastaran Okati, Stratis Tsirtsis, and Manuel Gomez-Rodriguez
code Provably Improving Expert Predictions with Conformal Prediction
Workshop on Distribution-Free Uncertainty Quantification, ICML 2022
Eleni Straitouri, Lequng Wang, Nastaran Okati, Manuel Gomez-Rodriguez
codeDifferentiable Learning Under Triage
Workshop on Human in the Loop Machine Learning, ICML 2021
Nastaran Okati, Abir De and Manuel Gomez-Rodriguez
code- 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
- 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