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\field{urldateera}{ce} \true{nocite} \verb{urlraw} \verb https://www.acm.org/code-of-ethics \endverb \verb{url} \verb https://www.acm.org/code-of-ethics \endverb \endentry \entry{cornacchia2023counterfactualreasoningbiasevaluation}{misc}{}{} \name{author}{5}{}{% {{un=0,uniquepart=base,hash=b499ab6491cf31f675037a0a3d0936c7}{% family={Cornacchia}, familyi={C\bibinitperiod}, given={Giandomenico}, giveni={G\bibinitperiod}, givenun=0}}% {{un=0,uniquepart=base,hash=eb93d39ec7ed3d7e8534c7e1864f17c9}{% family={Anelli}, familyi={A\bibinitperiod}, given={Vito\bibnamedelima Walter}, giveni={V\bibinitperiod\bibinitdelim W\bibinitperiod}, givenun=0}}% {{un=0,uniquepart=base,hash=3f2cc121698b08c5aed6b5afb48bc5f0}{% family={Narducci}, familyi={N\bibinitperiod}, given={Fedelucio}, giveni={F\bibinitperiod}, givenun=0}}% {{un=0,uniquepart=base,hash=9541729372557fccd7dc58e8c2234837}{% family={Ragone}, familyi={R\bibinitperiod}, given={Azzurra}, giveni={A\bibinitperiod}, givenun=0}}% {{un=0,uniquepart=base,hash=054ad1b7a3d0448029b577630c7b160a}{% family={Sciascio}, familyi={S\bibinitperiod}, given={Eugenio\bibnamedelima Di}, giveni={E\bibinitperiod\bibinitdelim D\bibinitperiod}, givenun=0}}% } \strng{namehash}{1fb9a4758dbef5414ead2bb5dd7824c0} \strng{fullhash}{5c7526267d4839cd22d2675ecf46546d} \strng{fullhashraw}{5c7526267d4839cd22d2675ecf46546d} \strng{bibnamehash}{1fb9a4758dbef5414ead2bb5dd7824c0} \strng{authorbibnamehash}{1fb9a4758dbef5414ead2bb5dd7824c0} \strng{authornamehash}{1fb9a4758dbef5414ead2bb5dd7824c0} \strng{authorfullhash}{5c7526267d4839cd22d2675ecf46546d} \strng{authorfullhashraw}{5c7526267d4839cd22d2675ecf46546d} \field{sortinit}{C} \field{sortinithash}{4d103a86280481745c9c897c925753c0} \field{extradatescope}{labelyear} \field{labeldatesource}{} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{eprintclass}{cs.LG} \field{eprinttype}{arXiv} \field{title}{Counterfactual Reasoning for Bias Evaluation and Detection in a Fairness under Unawareness setting} \field{year}{2023} \true{nocite} \verb{eprint} \verb 2302.08204 \endverb \verb{urlraw} \verb https://arxiv.org/abs/2302.08204 \endverb \verb{url} \verb https://arxiv.org/abs/2302.08204 \endverb \endentry \entry{daniels2020reflective}{misc}{}{} \name{author}{1}{}{% {{un=0,uniquepart=base,hash=b4df3f1a844de317684033359c560631}{% family={Daniels}, familyi={D\bibinitperiod}, given={Norman}, giveni={N\bibinitperiod}, givenun=0}}% } \strng{namehash}{b4df3f1a844de317684033359c560631} \strng{fullhash}{b4df3f1a844de317684033359c560631} \strng{fullhashraw}{b4df3f1a844de317684033359c560631} \strng{bibnamehash}{b4df3f1a844de317684033359c560631} \strng{authorbibnamehash}{b4df3f1a844de317684033359c560631} \strng{authornamehash}{b4df3f1a844de317684033359c560631} \strng{authorfullhash}{b4df3f1a844de317684033359c560631} \strng{authorfullhashraw}{b4df3f1a844de317684033359c560631} \field{sortinit}{D} \field{sortinithash}{6f385f66841fb5e82009dc833c761848} \field{extradatescope}{labelyear} \field{labeldatesource}{} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{howpublished}{\url{https://plato.stanford.edu/archives/sum2020/entries/reflective-equilibrium/}} \field{note}{Stanford Encyclopedia of Philosophy, Summer 2020 Edition, edited by Edward N. Zalta} \field{title}{Reflective Equilibrium} \field{year}{2020} \true{nocite} \endentry \entry{doshi2017towards}{article}{}{} \name{author}{2}{}{% {{un=0,uniquepart=base,hash=b01a5e92cd39a5551d74ab2393c7b9fd}{% family={Doshi-Velez}, familyi={D\bibinithyphendelim V\bibinitperiod}, given={Finale}, giveni={F\bibinitperiod}, givenun=0}}% {{un=0,uniquepart=base,hash=a11a6718c039f3e3f3f31167e5094c10}{% family={Kim}, familyi={K\bibinitperiod}, given={Been}, giveni={B\bibinitperiod}, givenun=0}}% } \strng{namehash}{66c38242b4ecdd0e74f6a1fb48199a21} \strng{fullhash}{66c38242b4ecdd0e74f6a1fb48199a21} \strng{fullhashraw}{66c38242b4ecdd0e74f6a1fb48199a21} \strng{bibnamehash}{66c38242b4ecdd0e74f6a1fb48199a21} \strng{authorbibnamehash}{66c38242b4ecdd0e74f6a1fb48199a21} \strng{authornamehash}{66c38242b4ecdd0e74f6a1fb48199a21} \strng{authorfullhash}{66c38242b4ecdd0e74f6a1fb48199a21} \strng{authorfullhashraw}{66c38242b4ecdd0e74f6a1fb48199a21} \field{sortinit}{D} \field{sortinithash}{6f385f66841fb5e82009dc833c761848} \field{extradatescope}{labelyear} \field{labeldatesource}{} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{journaltitle}{arXiv preprint arXiv:1702.08608} \field{title}{Towards a rigorous science of interpretable machine learning} \field{year}{2017} \true{nocite} \verb{urlraw} \verb https://arxiv.org/abs/1702.08608 \endverb \verb{url} \verb https://arxiv.org/abs/1702.08608 \endverb \endentry \entry{formosa2021principlist}{article}{}{} \name{author}{3}{}{% {{un=0,uniquepart=base,hash=8b0238c1db6d5705d13746dd34d1b149}{% family={Formosa}, familyi={F\bibinitperiod}, given={Paul}, giveni={P\bibinitperiod}, givenun=0}}% {{un=0,uniquepart=base,hash=787fc08539979052119961b89b38f29f}{% family={Wilson}, familyi={W\bibinitperiod}, given={Michael}, giveni={M\bibinitperiod}, givenun=0}}% {{un=0,uniquepart=base,hash=e1fac803f29c1826202cf0f2a5cb6e46}{% family={Richards}, familyi={R\bibinitperiod}, given={Deborah}, giveni={D\bibinitperiod}, givenun=0}}% } \list{publisher}{1}{% {Elsevier}% } \strng{namehash}{a343f06e966ad0855c2ffa5d44891a79} \strng{fullhash}{a343f06e966ad0855c2ffa5d44891a79} \strng{fullhashraw}{a343f06e966ad0855c2ffa5d44891a79} \strng{bibnamehash}{a343f06e966ad0855c2ffa5d44891a79} \strng{authorbibnamehash}{a343f06e966ad0855c2ffa5d44891a79} \strng{authornamehash}{a343f06e966ad0855c2ffa5d44891a79} \strng{authorfullhash}{a343f06e966ad0855c2ffa5d44891a79} \strng{authorfullhashraw}{a343f06e966ad0855c2ffa5d44891a79} \field{sortinit}{F} \field{sortinithash}{2638baaa20439f1b5a8f80c6c08a13b4} \field{extradatescope}{labelyear} \field{labeldatesource}{} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{journaltitle}{Computers \& Security} \field{title}{A Principlist Framework for Cybersecurity Ethics} \field{volume}{105} \field{year}{2021} \true{nocite} \field{pages}{102226} \range{pages}{1} \verb{doi} \verb 10.1016/j.cose.2021.102226 \endverb \endentry \entry{10.1145/3433949}{article}{}{} \name{author}{3}{}{% {{un=0,uniquepart=base,hash=b2b40e7a0fdfbdbcf9af2da7c8e59417}{% family={Friedler}, familyi={F\bibinitperiod}, given={Sorelle\bibnamedelima A.}, giveni={S\bibinitperiod\bibinitdelim A\bibinitperiod}, givenun=0}}% {{un=0,uniquepart=base,hash=de216a4cef9daa2d1fce563e8b498941}{% family={Scheidegger}, familyi={S\bibinitperiod}, given={Carlos}, giveni={C\bibinitperiod}, givenun=0}}% {{un=0,uniquepart=base,hash=aaeb9142f2e1590450061f637edb6845}{% family={Venkatasubramanian}, familyi={V\bibinitperiod}, given={Suresh}, giveni={S\bibinitperiod}, givenun=0}}% } \list{location}{1}{% {New York, NY, USA}% } \list{publisher}{1}{% {Association for Computing Machinery}% } \strng{namehash}{30f27f57e53234a6efe926f76d25fdfe} \strng{fullhash}{30f27f57e53234a6efe926f76d25fdfe} \strng{fullhashraw}{30f27f57e53234a6efe926f76d25fdfe} \strng{bibnamehash}{30f27f57e53234a6efe926f76d25fdfe} \strng{authorbibnamehash}{30f27f57e53234a6efe926f76d25fdfe} \strng{authornamehash}{30f27f57e53234a6efe926f76d25fdfe} \strng{authorfullhash}{30f27f57e53234a6efe926f76d25fdfe} \strng{authorfullhashraw}{30f27f57e53234a6efe926f76d25fdfe} \field{sortinit}{F} \field{sortinithash}{2638baaa20439f1b5a8f80c6c08a13b4} \field{extradatescope}{labelyear} \field{labeldatesource}{} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{abstract}{What does it mean to be fair?} \field{issn}{0001-0782} \field{journaltitle}{Commun. ACM} \field{month}{3} \field{number}{4} \field{title}{The (Im)possibility of fairness: different value systems require different mechanisms for fair decision making} \field{volume}{64} \field{year}{2021} \true{nocite} \field{pages}{136\bibrangedash 143} \range{pages}{8} \verb{doi} \verb 10.1145/3433949 \endverb \verb{urlraw} \verb https://doi.org/10.1145/3433949 \endverb \verb{url} \verb https://doi.org/10.1145/3433949 \endverb \endentry \entry{Friedman1996}{article}{}{} \name{author}{1}{}{% {{un=0,uniquepart=base,hash=3fee56e105a4b69cdce8287e5d3839d9}{% family={Friedman}, familyi={F\bibinitperiod}, given={B.}, giveni={B\bibinitperiod}, givenun=0}}% } \strng{namehash}{3fee56e105a4b69cdce8287e5d3839d9} \strng{fullhash}{3fee56e105a4b69cdce8287e5d3839d9} \strng{fullhashraw}{3fee56e105a4b69cdce8287e5d3839d9} \strng{bibnamehash}{3fee56e105a4b69cdce8287e5d3839d9} \strng{authorbibnamehash}{3fee56e105a4b69cdce8287e5d3839d9} \strng{authornamehash}{3fee56e105a4b69cdce8287e5d3839d9} 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\strng{fullhash}{c45327a4089bcbabad34329f3ad6215d} \strng{fullhashraw}{c45327a4089bcbabad34329f3ad6215d} \strng{bibnamehash}{c45327a4089bcbabad34329f3ad6215d} \strng{authorbibnamehash}{c45327a4089bcbabad34329f3ad6215d} \strng{authornamehash}{c45327a4089bcbabad34329f3ad6215d} \strng{authorfullhash}{c45327a4089bcbabad34329f3ad6215d} \strng{authorfullhashraw}{c45327a4089bcbabad34329f3ad6215d} \field{sortinit}{G} \field{sortinithash}{32d67eca0634bf53703493fb1090a2e8} \field{extradatescope}{labelyear} \field{labeldatesource}{} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{journaltitle}{Minds and Machines} \field{number}{4} \field{title}{The Challenge of Value Alignment: From Fairer Algorithms to AI Safety} \field{volume}{31} \field{year}{2021} \true{nocite} \field{pages}{629\bibrangedash 653} \range{pages}{25} \verb{doi} \verb 10.1007/s11023-021-09563-0 \endverb \endentry \entry{macnish2020ethics}{article}{}{} \name{author}{2}{}{% 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{{un=0,uniquepart=base,hash=a572bc709345d921855b1c85f994ce7f}{% family={Sequoiah-Grayson}, familyi={S\bibinithyphendelim G\bibinitperiod}, given={Sebastian}, giveni={S\bibinitperiod}, givenun=0}}% } \strng{namehash}{a572bc709345d921855b1c85f994ce7f} \strng{fullhash}{a572bc709345d921855b1c85f994ce7f} \strng{fullhashraw}{a572bc709345d921855b1c85f994ce7f} \strng{bibnamehash}{a572bc709345d921855b1c85f994ce7f} \strng{authorbibnamehash}{a572bc709345d921855b1c85f994ce7f} \strng{authornamehash}{a572bc709345d921855b1c85f994ce7f} \strng{authorfullhash}{a572bc709345d921855b1c85f994ce7f} \strng{authorfullhashraw}{a572bc709345d921855b1c85f994ce7f} \field{sortinit}{S} \field{sortinithash}{b164b07b29984b41daf1e85279fbc5ab} \field{extradatescope}{labelyear} \field{labeldatesource}{} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{howpublished}{Manuscript in preparation} \field{note}{Unpublished manuscript} \field{title}{The Unsatisfiable Triad: A Problem for Automated Decision 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