Publication

Conferences

1. Towards Human-AI Complementarity with Predictions Sets
   Conference on Neural Information Processing Systems, NeurIPS 2024
   G. De Toni, Nastaran Okati, S. Thejaswi, E. Straitouri, M. Gomez-Rodriguez

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

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

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

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

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

7. Computational Approaches for Stochastic Shortest Path on Succinct MDPs
   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. Root Cause Analysis of Outliers with Missing Structural Knowledge
   Nastaran Okati, S.H.G Mejia, W.R Orchard, P. Bloebaum, D. Janzing

2. 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