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697 lines
28 KiB
BibTeX
697 lines
28 KiB
BibTeX
@inproceedings{abadi2016deep,
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address = {New York, NY, USA},
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author = {Abadi, Martin and Chu, Andy and Goodfellow, Ian and McMahan, H. Brendan and Mironov, Ilya and Talwar, Kunal and Zhang, Li},
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booktitle = {Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security},
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date-added = {2023-11-22 18:06:03 -0500},
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date-modified = {2023-11-22 18:08:42 -0500},
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doi = {10.1145/2976749.2978318},
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keywords = {deep learning, differential privacy},
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pages = {308--318},
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publisher = {ACM},
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series = {CCS '16},
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source = {Crossref},
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title = {Deep Learning with Differential Privacy},
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url = {https://doi.org/10.1145/2976749.2978318},
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year = {2016}
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}
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@inproceedings{agarwal2018reductions,
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author = {Alekh Agarwal and Alina Beygelzimer and Miroslav Dud{\'{\i}}k and John Langford and Hanna M. Wallach},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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biburl = {https://dblp.org/rec/conf/icml/AgarwalBD0W18.bib},
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booktitle = {Proceedings of the 35th International Conference on Machine Learning, {ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July 10-15, 2018},
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editor = {Jennifer G. Dy and Andreas Krause},
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pages = {60--69},
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publisher = {{PMLR}},
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series = {Proceedings of Machine Learning Research},
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timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
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title = {A Reductions Approach to Fair Classification},
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url = {http://proceedings.mlr.press/v80/agarwal18a.html},
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volume = {80},
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year = {2018}
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}
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@article{alghamdi2022beyond,
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author = {Alghamdi, Wael and Hsu, Hsiang and Jeong, Haewon and Wang, Hao and Michalak, Peter and Asoodeh, Shahab and Calmon, Flavio},
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journal = {Adv. Neur. In.},
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pages = {38747--38760},
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title = {Beyond Adult and {COMPAS:} {Fair} multi-class prediction via information projection},
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volume = {35},
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year = {2022}
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}
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@article{amodei2016concrete,
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author = {Van Noorden, Richard},
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doi = {10.1038/534602a},
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issn = {0028-0836, 1476-4687},
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journal = {Nature},
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number = {7609},
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pages = {602--602},
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publisher = {Springer Science and Business Media LLC},
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source = {Crossref},
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title = {{ArXiv} preprint server plans multimillion-dollar overhaul},
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url = {https://doi.org/10.1038/534602a},
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volume = {534},
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year = {2016}
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}
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@inproceedings{bau2017network,
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author = {David Bau and Bolei Zhou and Aditya Khosla and Aude Oliva and Antonio Torralba},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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biburl = {https://dblp.org/rec/conf/cvpr/BauZKO017.bib},
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booktitle = {2017 {IEEE} Conference on Computer Vision and Pattern Recognition, {CVPR} 2017, Honolulu, HI, USA, July 21-26, 2017},
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doi = {10.1109/CVPR.2017.354},
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pages = {3319--3327},
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publisher = {{IEEE} Computer Society},
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timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
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title = {Network Dissection: Quantifying Interpretability of Deep Visual Representations},
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url = {https://doi.org/10.1109/CVPR.2017.354},
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year = {2017}
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}
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@article{beck1998beyond,
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author = {Beck, Nathaniel and Jackman, Simon},
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doi = {10.2307/2991772},
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issn = {0092-5853},
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journal = {Am. J. Polit. Sci.},
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number = {2},
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pages = {596},
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publisher = {JSTOR},
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source = {Crossref},
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title = {Beyond Linearity by Default: {Generalized} Additive Models},
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url = {https://doi.org/10.2307/2991772},
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volume = {42},
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year = {1998}
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}
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@inproceedings{bhagoji2018practical,
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author = {Bhagoji, Arjun Nitin and He, Warren and Li, Bo and Song, Dawn},
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booktitle = {Proceedings of the European conference on computer vision (ECCV)},
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pages = {154--169},
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title = {Practical black-box attacks on deep neural networks using efficient query mechanisms},
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year = {2018}
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}
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@inproceedings{bourtoule2021machine,
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author = {Bourtoule, Lucas and Chandrasekaran, Varun and Choquette-Choo, Christopher A. and Jia, Hengrui and Travers, Adelin and Zhang, Baiwu and Lie, David and Papernot, Nicolas},
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booktitle = {2021 IEEE Symposium on Security and Privacy (SP)},
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doi = {10.1109/sp40001.2021.00019},
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organization = {IEEE},
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pages = {141--159},
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publisher = {IEEE},
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source = {Crossref},
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title = {Machine Unlearning},
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url = {https://doi.org/10.1109/sp40001.2021.00019},
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year = {2021}
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}
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@article{bricken2023towards,
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author = {Davarzani, Samaneh and Saucier, David and Talegaonkar, Purva and Parker, Erin and Turner, Alana and Middleton, Carver and Carroll, Will and Ball, John E. and Gurbuz, Ali and Chander, Harish and Burch, Reuben F. and Smith, Brian K. and Knight, Adam and Freeman, Charles},
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doi = {10.1017/wtc.2023.3},
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issn = {2631-7176},
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journal = {Wearable Technologies},
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publisher = {Cambridge University Press (CUP)},
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source = {Crossref},
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title = {Closing the Wearable Gap: {Foot{\textendash}ankle} kinematic modeling via deep learning models based on a smart sock wearable},
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url = {https://doi.org/10.1017/wtc.2023.3},
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volume = {4},
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year = {2023}
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}
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@inproceedings{buolamwini2018genderShades,
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author = {Buolamwini, Joy and Gebru, Timnit},
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booktitle = {Conference on fairness, accountability and transparency},
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organization = {PMLR},
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pages = {77--91},
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title = {Gender shades: {Intersectional} accuracy disparities in commercial gender classification},
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year = {2018}
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}
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@article{calvo2020supporting,
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author = {Calvo, Rafael A and Peters, Dorian and Vold, Karina and Ryan, Richard M},
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journal = {Ethics of digital well-being: A multidisciplinary approach},
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pages = {31--54},
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publisher = {Springer},
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title = {Supporting human autonomy in {AI} systems: {A} framework for ethical enquiry},
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year = {2020}
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}
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@inproceedings{carlini2016hidden,
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author = {Carlini, Nicholas and Mishra, Pratyush and Vaidya, Tavish and Zhang, Yuankai and Sherr, Micah and Shields, Clay and Wagner, David and Zhou, Wenchao},
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booktitle = {25th USENIX security symposium (USENIX security 16)},
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pages = {513--530},
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title = {Hidden voice commands},
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year = {2016}
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}
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@inproceedings{carlini2023extracting,
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author = {Ippolito, Daphne and Tramer, Florian and Nasr, Milad and Zhang, Chiyuan and Jagielski, Matthew and Lee, Katherine and Choquette Choo, Christopher and Carlini, Nicholas},
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booktitle = {Proceedings of the 16th International Natural Language Generation Conference},
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doi = {10.18653/v1/2023.inlg-main.3},
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pages = {5253--5270},
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publisher = {Association for Computational Linguistics},
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source = {Crossref},
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title = {Preventing Generation of Verbatim Memorization in Language Models Gives a False Sense of Privacy},
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url = {https://doi.org/10.18653/v1/2023.inlg-main.3},
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year = {2023}
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}
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@inproceedings{chen2019looks,
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author = {Chaofan Chen and Oscar Li and Daniel Tao and Alina Barnett and Cynthia Rudin and Jonathan Su},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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biburl = {https://dblp.org/rec/conf/nips/ChenLTBRS19.bib},
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booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, December 8-14, 2019, Vancouver, BC, Canada},
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editor = {Hanna M. Wallach and Hugo Larochelle and Alina Beygelzimer and Florence d'Alch{\'{e}}{-}Buc and Emily B. Fox and Roman Garnett},
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pages = {8928--8939},
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timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
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title = {This Looks Like That: Deep Learning for Interpretable Image Recognition},
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url = {https://proceedings.neurips.cc/paper/2019/hash/adf7ee2dcf142b0e11888e72b43fcb75-Abstract.html},
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year = {2019}
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}
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@inproceedings{christiano2017deep,
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author = {Paul F. Christiano and Jan Leike and Tom B. Brown and Miljan Martic and Shane Legg and Dario Amodei},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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biburl = {https://dblp.org/rec/conf/nips/ChristianoLBMLA17.bib},
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booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, December 4-9, 2017, Long Beach, CA, {USA}},
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editor = {Isabelle Guyon and Ulrike von Luxburg and Samy Bengio and Hanna M. Wallach and Rob Fergus and S. V. N. Vishwanathan and Roman Garnett},
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pages = {4299--4307},
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timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
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title = {Deep Reinforcement Learning from Human Preferences},
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url = {https://proceedings.neurips.cc/paper/2017/hash/d5e2c0adad503c91f91df240d0cd4e49-Abstract.html},
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year = {2017}
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}
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@book{d2023dataFeminism,
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author = {D'ignazio, Catherine and Klein, Lauren F},
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publisher = {MIT press},
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title = {Data feminism},
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year = {2023}
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}
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@article{friedman1996value,
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author = {Friedman, Batya},
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doi = {10.1145/242485.242493},
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issn = {1072-5520, 1558-3449},
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journal = {Interactions},
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number = {6},
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pages = {16--23},
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publisher = {Association for Computing Machinery (ACM)},
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source = {Crossref},
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title = {Value-sensitive design},
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url = {https://doi.org/10.1145/242485.242493},
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year = {1996}
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@inproceedings{geiger2021causal,
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author = {Atticus Geiger and Hanson Lu and Thomas Icard and Christopher Potts},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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biburl = {https://dblp.org/rec/conf/nips/GeigerLIP21.bib},
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booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual},
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editor = {Marc'Aurelio Ranzato and Alina Beygelzimer and Yann N. Dauphin and Percy Liang and Jennifer Wortman Vaughan},
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pages = {9574--9586},
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timestamp = {Tue, 03 May 2022 01:00:00 +0200},
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title = {Causal Abstractions of Neural Networks},
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url = {https://proceedings.neurips.cc/paper/2021/hash/4f5c422f4d49a5a807eda27434231040-Abstract.html},
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year = {2021}
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}
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@article{gupta2016monotonic,
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author = {Gupta, Maya and Cotter, Andrew and Pfeifer, Jan and Voevodski, Konstantin and Canini, Kevin and Mangylov, Alexander and Moczydlowski, Wojciech and Van Esbroeck, Alexander},
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journal = {The Journal of Machine Learning Research},
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number = {1},
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pages = {3790--3836},
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publisher = {JMLR. org},
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title = {Monotonic calibrated interpolated look-up tables},
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volume = {17},
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year = {2016}
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}
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@article{handlin1965science,
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author = {Handlin, Oscar},
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journal = {Daedalus-us.},
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title = {Science and technology in popular culture},
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@inproceedings{hardt2016equality,
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author = {Moritz Hardt and Eric Price and Nati Srebro},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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biburl = {https://dblp.org/rec/conf/nips/HardtPNS16.bib},
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booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, December 5-10, 2016, Barcelona, Spain},
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editor = {Daniel D. Lee and Masashi Sugiyama and Ulrike von Luxburg and Isabelle Guyon and Roman Garnett},
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pages = {3315--3323},
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timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
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title = {Equality of Opportunity in Supervised Learning},
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url = {https://proceedings.neurips.cc/paper/2016/hash/9d2682367c3935defcb1f9e247a97c0d-Abstract.html},
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year = {2016}
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}
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@inproceedings{hebert2018multicalibration,
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author = {{\'{U}}rsula H{\'{e}}bert{-}Johnson and Michael P. Kim and Omer Reingold and Guy N. Rothblum},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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biburl = {https://dblp.org/rec/conf/icml/Hebert-JohnsonK18.bib},
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booktitle = {Proceedings of the 35th International Conference on Machine Learning, {ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July 10-15, 2018},
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editor = {Jennifer G. Dy and Andreas Krause},
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pages = {1944--1953},
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publisher = {{PMLR}},
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series = {Proceedings of Machine Learning Research},
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timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
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title = {Multicalibration: Calibration for the (Computationally-Identifiable) Masses},
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url = {http://proceedings.mlr.press/v80/hebert-johnson18a.html},
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volume = {80},
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year = {2018}
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}
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@article{himmelstein2022examination,
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author = {Himmelstein, Gracie and Bates, David and Zhou, Li},
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doi = {10.1001/jamanetworkopen.2021.44967},
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issn = {2574-3805},
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journal = {JAMA Network Open},
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number = {1},
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pages = {e2144967},
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publisher = {American Medical Association (AMA)},
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source = {Crossref},
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title = {Examination of Stigmatizing Language in the Electronic Health Record},
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url = {https://doi.org/10.1001/jamanetworkopen.2021.44967},
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volume = {5},
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year = {2022}
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}
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@inproceedings{kaur2020interpreting,
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author = {Harmanpreet Kaur and Harsha Nori and Samuel Jenkins and Rich Caruana and Hanna M. Wallach and Jennifer Wortman Vaughan},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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biburl = {https://dblp.org/rec/conf/chi/KaurNJCWV20.bib},
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booktitle = {{CHI} '20: {CHI} Conference on Human Factors in Computing Systems, Honolulu, HI, USA, April 25-30, 2020},
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doi = {10.1145/3313831.3376219},
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editor = {Regina Bernhaupt and Florian 'Floyd' Mueller and David Verweij and Josh Andres and Joanna McGrenere and Andy Cockburn and Ignacio Avellino and Alix Goguey and Pernille Bj{\o}n and Shengdong Zhao and Briane Paul Samson and Rafal Kocielnik},
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pages = {1--14},
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publisher = {{ACM}},
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timestamp = {Tue, 12 May 2020 01:00:00 +0200},
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title = {Interpreting Interpretability: Understanding Data Scientists' Use of Interpretability Tools for Machine Learning},
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url = {https://doi.org/10.1145/3313831.3376219},
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year = {2020}
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}
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@inproceedings{kim2018interpretability,
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author = {Been Kim and Martin Wattenberg and Justin Gilmer and Carrie J. Cai and James Wexler and Fernanda B. Vi{\'{e}}gas and Rory Sayres},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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biburl = {https://dblp.org/rec/conf/icml/KimWGCWVS18.bib},
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booktitle = {Proceedings of the 35th International Conference on Machine Learning, {ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July 10-15, 2018},
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editor = {Jennifer G. Dy and Andreas Krause},
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pages = {2673--2682},
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publisher = {{PMLR}},
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series = {Proceedings of Machine Learning Research},
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timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
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title = {Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors {(TCAV)}},
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url = {http://proceedings.mlr.press/v80/kim18d.html},
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volume = {80},
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year = {2018}
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}
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@inproceedings{koh2020concept,
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author = {Pang Wei Koh and Thao Nguyen and Yew Siang Tang and Stephen Mussmann and Emma Pierson and Been Kim and Percy Liang},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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booktitle = {Proceedings of the 37th International Conference on Machine Learning, {ICML} 2020, 13-18 July 2020, Virtual Event},
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pages = {5338--5348},
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publisher = {{PMLR}},
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series = {Proceedings of Machine Learning Research},
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timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
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title = {Concept Bottleneck Models},
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url = {http://proceedings.mlr.press/v119/koh20a.html},
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volume = {119},
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year = {2020}
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}
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@inproceedings{lakkaraju2020fool,
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author = {Lakkaraju, Himabindu and Bastani, Osbert},
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booktitle = {Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society},
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doi = {10.1145/3375627.3375833},
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pages = {79--85},
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publisher = {ACM},
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subtitle = {Manipulating User Trust via Misleading Black Box Explanations},
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title = {{''How} do I fool you?''},
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url = {https://doi.org/10.1145/3375627.3375833},
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year = {2020}
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@book{lindgren2023handbook,
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author = {Lindgren, Simon},
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publisher = {Edward Elgar Publishing},
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title = {Handbook of Critical Studies of Artificial Intelligence},
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year = {2023}
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@inproceedings{lou2013accurate,
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author = {Yin Lou and Rich Caruana and Johannes Gehrke and Giles Hooker},
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booktitle = {The 19th {ACM} {SIGKDD} International Conference on Knowledge Discovery and Data Mining, {KDD} 2013, Chicago, IL, USA, August 11-14, 2013},
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doi = {10.1145/2487575.2487579},
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editor = {Inderjit S. Dhillon and Yehuda Koren and Rayid Ghani and Ted E. Senator and Paul Bradley and Rajesh Parekh and Jingrui He and Robert L. Grossman and Ramasamy Uthurusamy},
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pages = {623--631},
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publisher = {{ACM}},
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timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
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url = {https://doi.org/10.1145/2487575.2487579},
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@article{lowy2021fermi,
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author = {Lowy, Andrew and Pavan, Rakesh and Baharlouei, Sina and Razaviyayn, Meisam and Beirami, Ahmad},
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title = {Fermi: {Fair} empirical risk minimization via exponential R\'enyi mutual information},
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year = {2021}
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}
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@inproceedings{lundberg2017unified,
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author = {Scott M. Lundberg and Su{-}In Lee},
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bibsource = {dblp computer science bibliography, https://dblp.org},
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biburl = {https://dblp.org/rec/conf/nips/LundbergL17.bib},
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booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, December 4-9, 2017, Long Beach, CA, {USA}},
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