People

@article{DBLP:journals/csysl/KarimiRG21,

title = {Statistical Learning in Wasserstein Space},

author = {Amir-Hossein Karimi and Luigia Ripani and Tryphon T. Georgiou},

url = {https://doi.org/10.1109/LCSYS.2020.3006965},

doi = {10.1109/LCSYS.2020.3006965},

year  = {2021},

date = {2021-01-01},

journal = {IEEE Control. Syst. Lett.},

volume = {5},

number = {3},

pages = {899--904},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2106-15031,

title = {Regression analysis of distributional data through Multi-Marginal 

 Optimal transport},

author = {Amir-Hossein Karimi and Tryphon T. Georgiou},

url = {https://arxiv.org/abs/2106.15031},

year  = {2021},

date = {2021-01-01},

journal = {CoRR},

volume = {abs/2106.15031},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2112-11313,

title = {On the Adversarial Robustness of Causal Algorithmic Recourse},

author = {Ricardo Dominguez-Olmedo and Amir-Hossein Karimi and Bernhard Schölkopf},

url = {https://arxiv.org/abs/2112.11313},

year  = {2021},

date = {2021-01-01},

journal = {CoRR},

volume = {abs/2112.11313},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2002-06278,

title = {Algorithmic Recourse: from Counterfactual Explanations to Interventions},

author = {Amir-Hossein Karimi and Bernhard Schölkopf and Isabel Valera},

url = {https://arxiv.org/abs/2002.06278},

year  = {2020},

date = {2020-01-01},

journal = {CoRR},

volume = {abs/2002.06278},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2006-06831,

title = {Algorithmic recourse under imperfect causal knowledge: a probabilistic 

 approach},

author = {Amir-Hossein Karimi and Julius Kügelgen and Bernhard Schölkopf and Isabel Valera},

url = {https://arxiv.org/abs/2006.06831},

year  = {2020},

date = {2020-01-01},

journal = {CoRR},

volume = {abs/2006.06831},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2010-04050,

title = {A survey of algorithmic recourse: definitions, formulations, solutions,  and prospects},

author = {Amir-Hossein Karimi and Gilles Barthe and Bernhard Schölkopf and Isabel Valera},

url = {https://arxiv.org/abs/2010.04050},

year  = {2020},

date = {2020-01-01},

urldate = {2020-01-01},

journal = {CoRR},

volume = {abs/2010.04050},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2010-04965,

title = {Scaling Guarantees for Nearest Counterfactual Explanations},

author = {Kiarash Mohammadi and Amir-Hossein Karimi and Gilles Barthe and Isabel Valera},

url = {https://arxiv.org/abs/2010.04965},

year  = {2020},

date = {2020-01-01},

journal = {CoRR},

volume = {abs/2010.04965},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2010-06529,

title = {On the Fairness of Causal Algorithmic Recourse},

author = {Julius Kügelgen and Umang Bhatt and Amir-Hossein Karimi and Isabel Valera and Adrian Weller and Bernhard Schölkopf},

url = {https://arxiv.org/abs/2010.06529},

year  = {2020},

date = {2020-01-01},

urldate = {2020-01-01},

journal = {CoRR},

volume = {abs/2010.06529},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2011-00759,

title = {Data-Driven Approximation of the Perron-Frobenius Operator Using the 

 Wasserstein Metric},

author = {Amir-Hossein Karimi and Tryphon T. Georgiou},

url = {https://arxiv.org/abs/2011.00759},

year  = {2020},

date = {2020-01-01},

journal = {CoRR},

volume = {abs/2011.00759},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-1905-11190,

title = {Model-Agnostic Counterfactual Explanations for Consequential Decisions},

author = {Amir-Hossein Karimi and Gilles Barthe and Borja Balle and Isabel Valera},

url = {http://arxiv.org/abs/1905.11190},

year  = {2019},

date = {2019-01-01},

journal = {CoRR},

volume = {abs/1905.11190},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-1811-03166,

title = {SRP: Efficient class-aware embedding learning for large-scale data 

 via supervised random projections},

author = {Amir-Hossein Karimi and Alexander Wong and Ali Ghodsi},

url = {http://arxiv.org/abs/1811.03166},

year  = {2018},

date = {2018-01-01},

journal = {CoRR},

volume = {abs/1811.03166},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-1812-07641,

title = {Deep Variational Sufficient Dimensionality Reduction},

author = {Ershad Banijamali and Amir-Hossein Karimi and Ali Ghodsi},

url = {http://arxiv.org/abs/1812.07641},

year  = {2018},

date = {2018-01-01},

journal = {CoRR},

volume = {abs/1812.07641},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/KarimiSGW17,

title = {Synthesizing Deep Neural Network Architectures using Biological Synaptic 

 Strength Distributions},

author = {Amir-Hossein Karimi and M. J. Shafiee and Ali Ghodsi and Alexander Wong},

url = {http://arxiv.org/abs/1707.00081},

year  = {2017},

date = {2017-01-01},

journal = {CoRR},

volume = {abs/1707.00081},

keywords = {},

pubstate = {published},

tppubtype = {article}

}