Removed superfluous references, added DOI

Author: MarcelRobeer

paper/paper.bib

@@ -20,7 +20,6 @@ @inproceedings{Lundberg2017
     author = {Lundberg, Scott M. and Lee, Su-In},
     booktitle = {Advances in Neural Information Processing Systems 30 (NIPS 2017)},
     issn = {10495258},
-    mendeley-groups = {PhD},
     pages = {4765--4774},
     title = {{A Unified Approach to Interpreting Model Predictions}},
     year = {2017}
@@ -32,28 +31,12 @@ @inproceedings{Ribeiro2020
     booktitle = {Association for Computational Linguistics (ACL)},
     year = {2020}
 }
-@inproceedings{Sundararajan2017,
-    author = {Sundararajan, Mukund and Taly, Ankur and Yan, Qiqi},
-    booktitle = {34th International Conference on Machine Learning (ICML), Proceedings},
-    issn = {1938-7228},
-    title = {{Axiomatic Attribution for Deep Networks}},
-    year = {2017}
-}
 @inproceedings{Waa2018,
     author = {van der Waa, Jasper and Robeer, Marcel and van Diggelen, Jurriaan and Neerincx, Mark and Brinkhuis, Matthieu},
     booktitle = {2018 Workshop on Human Interpretability in Machine Learning (WHI 2018)},
     title = {{Contrastive Explanations with Local Foil Trees}},
     year = {2018}
 }
-@article{Mitchell2019,
-    title={{Model Cards for Model Reporting}},
-    ISBN={9781450361255},
-    DOI={10.1145/3287560.3287596},
-    journal={Proceedings of the Conference on Fairness, Accountability, and Transparency},
-    publisher={ACM},
-    author={Mitchell, Margaret and Wu, Simone and Zaldivar, Andrew and Barnes, Parker and Vasserman, Lucy and Hutchinson, Ben and Spitzer, Elena and Raji, Inioluwa Deborah and Gebru, Timnit},
-    year={2019},
-}
 @article{Guidotti2018,
     title={{Local Rule-Based Explanations of Black Box Decision Systems}},
     author={Guidotti, Riccardo and Monreale, Anna and Ruggieri, Salvatore and Pedreschi, Dino and Turini, Franco and Giannotti, Fosca},
@@ -75,6 +58,7 @@ @article{Mehrabi2021
     number={6},
     pages={1--35},
     year={2021},
+    doi={10.1145/3457607},
     publisher={ACM New York, NY, USA}
 }
 @misc{instancelib,
@@ -108,60 +92,18 @@ @inproceedings{Tomsett2018
     eprint = {1806.07552},
     year = {2018}
 }
-@inproceedings{Toreini2020,
-    author = {Toreini, Ehsan and Aitken, Mhairi and Coopamootoo, Kovila and Elliott, Karen and Zelaya, Carlos Gonzalez and van Moorsel, Aad},
-    title = {{The Relationship between Trust in AI and Trustworthy Machine Learning Technologies}},
-    year = {2020},
-    isbn = {9781450369367},
-    publisher = {Association for Computing Machinery},
-    address = {New York, NY, USA},
-    doi = {10.1145/3351095.3372834},
-    booktitle = {Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency},
-    pages = {272–283},
-    numpages = {12},
-    keywords = {trustworthiness, trust, machine learning, artificial intelligence},
-    location = {Barcelona, Spain},
-    series = {FAT* '20}
-}
-@inproceedings{Abdul2018,
-    title = {{Trends and Trajectories for Explainable, Accountable and Intelligible Systems: An HCI Research Agenda}},
-    author = {Ashraf Abdul and Jo Vermeulen and Danding Wang and Lim, {Brian Y.} and Mohan Kankanhalli},
-    year = {2018},
-    month = apr,
-    day = {20},
-    doi = {10.1145/3173574.3174156},
-    language = {English},
-    isbn = {978-1-4503-5620-6},
-    series = {CHI '18},
-    pages = {582:1--582:18},
-    editor = {Mandryk, Regan and Hancock, Mark},
-    booktitle = {CHI 2018 - Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems},
-    publisher = {Association for Computing Machinery},
-    address = {United States},
-}
-
 @inproceedings{Agarwal2019,
-    title = 	 {{Fair Regression: Quantitative Definitions and Reduction-Based Algorithms}},
-    author =       {Agarwal, Alekh and Dudik, Miroslav and Wu, Zhiwei Steven},
-    booktitle = 	 {Proceedings of the 36th International Conference on Machine Learning},
-    pages = 	 {120--129},
-    year = 	 {2019},
-    editor = 	 {Chaudhuri, Kamalika and Salakhutdinov, Ruslan},
-    volume = 	 {97},
-    series = 	 {Proceedings of Machine Learning Research},
-    month = 	 {09--15 Jun},
-    publisher =    {PMLR},
-    pdf = 	 {http://proceedings.mlr.press/v97/agarwal19d/agarwal19d.pdf},
-}
-@inproceedings{Henin2020,
-    author={Henin, Clément and Le Métayer, Daniel},
-    booktitle={2020 IEEE International Conference on Big Data (Big Data)},
-    title={{A Generic Framework for Black-box Explanations}},
-    year={2020},
-    volume={},
-    number={},
-    pages={3667-3676},
-    doi={10.1109/BigData50022.2020.9377863}
+    title = {{Fair Regression: Quantitative Definitions and Reduction-Based Algorithms}},
+    author = {Agarwal, Alekh and Dudik, Miroslav and Wu, Zhiwei Steven},
+    booktitle = {Proceedings of the 36th International Conference on Machine Learning},
+    pages = {120--129},
+    year = {2019},
+    editor = {Chaudhuri, Kamalika and Salakhutdinov, Ruslan},
+    volume = {97},
+    series = {Proceedings of Machine Learning Research},
+    month = {09--15 Jun},
+    publisher = {PMLR},
+    pdf = {http://proceedings.mlr.press/v97/agarwal19d/agarwal19d.pdf},
 }
 @inproceedings{Ribeiro2016b,
     arxivId = {1606.05386},
@@ -248,16 +190,6 @@ @article{Klaise2021
     pages   = {1-7},
     url     = {http://jmlr.org/papers/v22/21-0017.html}
 }
-@article{Li2022,
-    author  = {Xuhong Li and Haoyi Xiong and Xingjian Li and Xuanyu Wu and Zeyu Chen and Dejing Dou},
-    title   = {{InterpretDL: Explaining Deep Models in PaddlePaddle}},
-    journal = {Journal of Machine Learning Research},
-    year    = {2022},
-    volume  = {23},
-    number  = {197},
-    pages   = {1--6},
-    url     = {http://jmlr.org/papers/v23/21-0738.html}
-}
 @misc{plotly,
     author = {{Plotly Technologies Inc.}},
     title = {Collaborative data science},
@@ -266,17 +198,6 @@ @misc{plotly
     year = {2015},
     url = {https://plot.ly}
 }
-
-@article{Veale2021,
-    title={{Demystifying the Draft EU Artificial Intelligence Act — Analysing the good, the bad, and the unclear elements of the proposed approach}},
-    author={Veale, Michael and Zuiderveen Borgesius, Frederik},
-    journal={Computer Law Review International},
-    volume={22},
-    number={4},
-    pages={97--112},
-    doi={10.9785/cri-2021-220402},
-    year={2021},
-}
 @article{Edwards2022,
     title={{The EU AI Act: A summary of its significance and scope}},
     author={Edwards, Lilian},