Synthetic human-like fakes: Difference between revisions

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→‎Countermeasures against synthetic human-like fakes: California Senate Bill SB 564 is the one that actually passed. AFAIK it was originally identical copy of the Assembly Bill 602 + linking the amended version
(→‎2020's synthetic human-like fakes: moving content to Current and possible laws and their application and transcluding it with mw:Extension:Labeled Section Transclusion as follows {{#lst:Current and possible laws and their application|California2020}})
(→‎Countermeasures against synthetic human-like fakes: California Senate Bill SB 564 is the one that actually passed. AFAIK it was originally identical copy of the Assembly Bill 602 + linking the amended version)
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{{Q|Do you think that was [[w:Hugo Weaving]]'s left cheekbone that [[w:Keanu Reeves]] punched in with his right fist?|Trad|The Matrix Revolutions}}
{{#lst:Quotes|MatrixTrad}}


=== The problems with digital look-alikes ===
=== The problems with digital look-alikes ===
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=== 'Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis' 2018 by Google Research (external transclusion) ===
=== 'Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis' 2018 by Google Research (external transclusion) ===
 
<section begin=GoogleTransferLearning2018 />
* In the '''2018''' at the '''[[w:Conference on Neural Information Processing Systems]]''' (NeurIPS) the work [http://papers.nips.cc/paper/7700-transfer-learning-from-speaker-verification-to-multispeaker-text-to-speech-synthesis 'Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis'] ([https://arxiv.org/abs/1806.04558 at arXiv.org]) was presented. The pre-trained model is able to steal voices from a sample of only '''5 seconds''' with almost convincing results
* In the '''2018''' at the '''[[w:Conference on Neural Information Processing Systems]]''' (NeurIPS) the work [http://papers.nips.cc/paper/7700-transfer-learning-from-speaker-verification-to-multispeaker-text-to-speech-synthesis 'Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis'] ([https://arxiv.org/abs/1806.04558 at arXiv.org]) was presented. The pre-trained model is able to steal voices from a sample of only '''5 seconds''' with almost convincing results


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The Iframe above is transcluded from [https://google.github.io/tacotron/publications/speaker_adaptation/ 'Audio samples from "Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis"' at google.gituhub.io], the audio samples of a sound-like-anyone machine presented as at the 2018 [[w:NeurIPS]] conference by Google researchers.
The Iframe above is transcluded from [https://google.github.io/tacotron/publications/speaker_adaptation/ 'Audio samples from "Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis"' at google.gituhub.io], the audio samples of a sound-like-anyone machine presented as at the 2018 [[w:NeurIPS]] conference by Google researchers.
<section end=GoogleTransferLearning2018 />


=== Digital sing-alikes ===
=== Digital sing-alikes ===
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* '''[[w:University of Colorado Denver]]''' is the home of the [https://artsandmedia.ucdenver.edu/areas-of-study/national-center-for-media-forensics/about-the-national-center-for-media-forensics '''National Center for Media Forensics''' at artsandmedia.ucdenver.edu] at the [[w:University of Colorado Denver]] offers a [https://artsandmedia.ucdenver.edu/areas-of-study/national-center-for-media-forensics/media-forensics-graduate-program Master's degree program], [https://artsandmedia.ucdenver.edu/areas-of-study/national-center-for-media-forensics/training-courses training courses] and [https://artsandmedia.ucdenver.edu/areas-of-study/national-center-for-media-forensics/national-center-for-media-forensics-research scientific basic and applied research]. [https://artsandmedia.ucdenver.edu/areas-of-study/national-center-for-media-forensics/faculty-staff Faculty staff at the NCMF]
* '''[[w:University of Colorado Denver]]''' is the home of the [https://artsandmedia.ucdenver.edu/areas-of-study/national-center-for-media-forensics/about-the-national-center-for-media-forensics '''National Center for Media Forensics''' at artsandmedia.ucdenver.edu] at the [[w:University of Colorado Denver]] offers a [https://artsandmedia.ucdenver.edu/areas-of-study/national-center-for-media-forensics/media-forensics-graduate-program Master's degree program], [https://artsandmedia.ucdenver.edu/areas-of-study/national-center-for-media-forensics/training-courses training courses] and [https://artsandmedia.ucdenver.edu/areas-of-study/national-center-for-media-forensics/national-center-for-media-forensics-research scientific basic and applied research]. [https://artsandmedia.ucdenver.edu/areas-of-study/national-center-for-media-forensics/faculty-staff Faculty staff at the NCMF]


[[File:Connie Leyva 2015.jpg|thumb|left|240px|[[w:California]] [[w:California State Senate|w:Senator]] [[w:Connie Leyva]] introduced [https://leginfo.legislature.ca.gov/faces/billNavClient.xhtml?bill_id=201920200SB564 California Senate Bill SB 564] in Feb '''2019'''. It has been [https://www.sagaftra.org/action-alert-support-california-bill-end-deepfake-porn endorsed by SAG-AFTRA], but has not yet passed.]]
[[File:Connie Leyva 2015.jpg|thumb|left|240px|[[w:California]] [[w:California State Senate|w:Senator]] [[w:Connie Leyva]] sponsored [https://leginfo.legislature.ca.gov/faces/billCompareClient.xhtml?bill_id=201920200SB564&showamends=false '''California Senate Bill SB 564''' - ''Depiction of individual using digital or electronic technology: sexually explicit material: cause of action''] in Feb '''2019'''. It is identical to Assembly Bill 602 authored by [[w:Marc Berman]]. The bill was [https://www.sagaftra.org/action-alert-support-california-bill-end-deepfake-porn endorsed by SAG-AFTRA]. It became law on 1 January 2020 in the [[w:California Civil Code|w:California Civil Code]] of the [[w:California Codes]].]]


* '''[[w:SAG-AFTRA]]''' [https://www.sagaftra.org/action-alert-support-california-bill-end-deepfake-porn SAG-AFTRA ACTION ALERT: '''"Support California Bill to End Deepfake Porn"''' at sagaftra.org '''endorses'''] [https://leginfo.legislature.ca.gov/faces/billNavClient.xhtml?bill_id=201920200SB564 California Senate Bill SB 564] introduced to the  [[w:California State Senate]] by [[w:California]] [[w:Connie Leyva|w:Senator Connie Leyva]] in Feb '''2019'''.
* '''[[w:SAG-AFTRA]]''' [https://www.sagaftra.org/action-alert-support-california-bill-end-deepfake-porn SAG-AFTRA ACTION ALERT: '''"Support California Bill to End Deepfake Porn"''' at sagaftra.org '''endorses'''] [https://leginfo.legislature.ca.gov/faces/billNavClient.xhtml?bill_id=201920200SB564 California Senate Bill SB 564] introduced to the  [[w:California State Senate]] by [[w:California]] [[w:Connie Leyva|w:Senator Connie Leyva]] in Feb '''2019'''.
=== Organizations possibly against synthetic human-like fakes ===
Originally harvested from the study [https://www.europarl.europa.eu/RegData/etudes/STUD/2020/634452/EPRS_STU(2020)634452_EN.pdf The ethics of artificial intelligence: Issues and initiatives (.pdf)]  by the [[w:European Parliamentary Research Service]], published on the [[w:Europa (web portal)]] in March 2020.<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020">
{{cite web
|url= https://www.europarl.europa.eu/RegData/etudes/STUD/2020/634452/EPRS_STU(2020)634452_EN.pdf
|title= The ethics of artificial intelligence: Issues and initiatives
|last=
|first=
|date= March 2020
|website= [[w:Europa (web portal)]]
|publisher=[[w:European Parliamentary Research Service]]
|access-date=2021-02-17
|quote=This study deals with the ethical implications and moral questions that arise from the development and implementation of artificial intelligence (AI) technologies.}}
</ref>
* [https://ieai.mcts.tum.de/ '''INSTITUTE FOR ETHICS IN ARTIFICIAL INTELLIGENCE''' at ieai.mcts.tum.de] received initial funding from [[w:Facebook]] in 2019.<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> [https://www.linkedin.com/company/ieaitum/ IEAI on LinkedIn.com]
* [https://ethical.institute/ '''The Institute for Ethical AI & Machine Learning''' at ethical.institute]<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> [https://www.linkedin.com/company/the-institute-for-ethical-machine-learning/ The Institute for Ethical AI & Machine Learning on LinkedIn.com]
* [https://www.buckingham.ac.uk/research-the-institute-for-ethical-ai-in-education/ '''The Institute for Ethical AI in Education''' at buckingham.ac.uk]<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/>
* [https://futureoflife.org/ '''Future of Life Institute''' at futureoflife.org] received funding from private donors.<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> See [[w:Future of Life Institute]] for more info.
* [https://www.ai-gakkai.or.jp/ '''The Japanese Society for Artificial Intelligence''' ('''JSAI''') at ai-gakkai.or.jp]. Publication: Ethical guidelines.<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/>
* [https://ai-4-all.org/ '''AI4All''' at ai-4-all.org] funded by [[w:Google]]<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> [https://www.linkedin.com/company/ai4allorg/ AI4All on LinkedIn.com]
* [https://thefuturesociety.org/ '''The Future Society''' at thefuturesociety.org]<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> [https://www.linkedin.com/company/thefuturesociety/ The Future Society on LinkedIn.com]
* [https://ainowinstitute.org/ '''The Ai Now Institute''' at ainowinstitute.org] at [[w:New York University]]<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> [https://www.linkedin.com/company/ai-now-institute/about/ The Ai Now Institute on LinkedIn.com]
* [https://www.partnershiponai.org/ '''Partnership on AI''' at partnershiponai.org] is based in the USA and funded by technology companies. See [[w:Partnership on AI]] and [https://www.linkedin.com/company/partnershipai/ Partnership on AI on LinkedIn.com] for more info.
* [https://responsiblerobotics.org/ '''The Foundation for Responsible Robotics''' at responsiblerobotics.org] is based in [[w:Netherlands]].<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> [https://www.linkedin.com/company/foundation-for-responsible-robotics/about/ The Foundation for Responsible Robotics on LinkedIn.com]
* [https://ai4people.eu/ '''AI4People''' at ai4people.eu] is based in [[w:Belgium]] is a multi-stakeholder forum.<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> [https://www.linkedin.com/company/ai-for-people/ AI4People on LinkedIn.com]
* [https://aiethicsinitiative.org/ '''The Ethics and Governance of Artificial Intelligence Initiative''' at aiethicsinitiative.org] is based in the USA.<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/>
* [https://www.saidot.ai/ '''Saidot''' at saidot.ai] is a Finnish company offering a platform for AI transparency, explainability and communication.<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> [https://www.linkedin.com/company/saidot/ Saidot on LinkedIn.com]
* [https://www.eu-robotics.net/ '''euRobotics''' at eu-robotics.net] is funded by the [[w:European Commission]].<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/>
* [https://www.gov.uk/government/organisations/centre-for-data-ethics-and-innovation '''Centre for Data Ethics and Innovation''' at gov.uk] financed by the UK govt. [https://cdei.blog.gov.uk/ '''Centre for Data Ethics and Innovation Blog''' at cdei.blog.gov.uk]<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> [https://www.linkedin.com/company/centre-for-data-ethics-innovation/ Centre for Data Ethics and Innovation on LinkedIn.com]
* [http://sigai.acm.org/ '''ACM Special Interest Group on Artificial Intelligence''' at sigai.acm.org] is a [[w:Special Interest Group]] on AI by [[w:Association for Computing Machinery|ACM]].<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/>
* [https://ethicsinaction.ieee.org/ '''IEEE Ethics in Action - in Autonomous and Intelligent Systems''' at ethicsinaction.ieee.org]
=== Other essential developments ===
* [https://www.montrealdeclaration-responsibleai.com/ '''The Montréal Declaration for a Responsible Development of Artificial Intelligence''' at montrealdeclaration-responsibleai.com] and the same site in French [https://www.declarationmontreal-iaresponsable.com/ '''La Déclaration de Montéal IA responsable''' at declarationmontreal-iaresponsable.com]<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/>
* [https://uniglobalunion.org/ '''UNI Global Union''' at uniglobalunion.org] is based in [[w:Nyon]], [[w:Switzerland]] and deals mainly with labor issues to do with AI and robotics.<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/> [https://www.linkedin.com/company/uni-global-union/ UNI Global Union on LinkedIn.com]
* [https://cordis.europa.eu/project/id/IST-2000-26048 '''European Robotics Research Network''' at cordis.europa.eu] funded by the [[w:European Commission]].<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/>
* [https://www.eu-robotics.net/ '''European Robotics Platform''' at eu-robotics.net] is funded by the [[w:European Commission]]. See [[w:European Robotics Platform]] and [[w:List of European Union robotics projects#EUROP]] for more info.<ref group="1st seen in" name="EU-Parl-Ethical-AI-Study-2020"/>


=== Events against synthetic human-like fakes ===
=== Events against synthetic human-like fakes ===
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=== Studies against synthetic human-like fakes ===
=== Studies against synthetic human-like fakes ===


* [https://arxiv.org/abs/2001.06564 ''''Media Forensics and DeepFakes: an overview'''' at arXiv.org] [https://arxiv.org/pdf/2001.06564.pdf (as .pdf at arXiv.org)], a '''2020''' '''review''' on the subject of digital look-alikes and media forensics
* [https://arxiv.org/abs/2001.06564 ''''Media Forensics and DeepFakes: an overview'''' at arXiv.org] [https://arxiv.org/pdf/2001.06564.pdf (as .pdf at arXiv.org)], an overview on the subject of digital look-alikes and media forensics published in August '''2020''' in [https://ieeexplore.ieee.org/xpl/tocresult.jsp?isnumber=9177372 Volume 14 Issue 5 of IEEE Journal of Selected Topics in Signal Processing]. [https://ieeexplore.ieee.org/document/9115874 ''''Media Forensics and DeepFakes: An Overview'''' at ieeexplore.ieee.org] (paywalled, free abstract)


* [https://scholarship.law.duke.edu/cgi/viewcontent.cgi?article=1333&context=dltr ''''DEEPFAKES: False pornography is here and the law cannot protect you'''' at scholarship.law.duke.edu] by Douglas Harris, published in [https://scholarship.law.duke.edu/dltr/vol17/iss1/ Duke Law & Technology Review - Volume 17 on '''2019'''-01-05] by [[w:Duke University]] [[w:Duke University School of Law]]
* [https://scholarship.law.duke.edu/cgi/viewcontent.cgi?article=1333&context=dltr ''''DEEPFAKES: False pornography is here and the law cannot protect you'''' at scholarship.law.duke.edu] by Douglas Harris, published in [https://scholarship.law.duke.edu/dltr/vol17/iss1/ Duke Law & Technology Review - Volume 17 on '''2019'''-01-05] by [[w:Duke University]] [[w:Duke University School of Law]]
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<section end=APW_AI-transclusion />
<section end=APW_AI-transclusion />


=== SSF! wiki proposed countermeasure to synthetic porn: Adequate Porn Watcher AI (transcluded) ===
=== SSF! wiki proposed countermeasure to weaponized synthetic pornography: Outlaw unauthorized synthetic pornography (transcluded) ===
Transcluded from [[Current and possible laws and their application#Law proposal to ban visual synthetic filth|Juho's proposal for banning unauthorized synthetic pornography]]
 
{{#section-h:Current and possible laws and their application|Law proposal to ban visual synthetic filth}}
 
=== SSF! wiki proposed countermeasure to weaponized synthetic porn pornography: Adequate Porn Watcher AI (concept) (transcluded) ===
Transcluded main contents from [[Adequate Porn Watcher AI (concept)]]
Transcluded main contents from [[Adequate Porn Watcher AI (concept)]]


{{#lstx:Adequate Porn Watcher AI (concept)|See_also}}
{{#lstx:Adequate Porn Watcher AI (concept)|See_also}}


=== Possible legal response: Outlawing digital sound-alikes (transcluded) ===
=== SSF! wiki proposed countermeasure to digital sound-alikes: Outlawing digital sound-alikes (transcluded) ===
Transcluded from [[Law proposals#Law proposal to ban covert modeling of human voice|Juho's proposal on banning digital sound-alikes]]
Transcluded from [[Current and possible laws and their application#Law proposal to ban unauthorized modeling of human voice|Juho's proposal on banning digital sound-alikes]]


{{#section-h:Law proposals|Law proposal to ban covert modeling of human voice}}
{{#section-h:Current and possible laws and their application|Law proposal to ban unauthorized modeling of human voice}}


== Timeline  of synthetic human-like fakes ==
== Timeline  of synthetic human-like fakes ==
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* '''2020''' | US state law | {{#lst:Current and possible laws and their application|California2020}}
* '''2020''' | US state law | {{#lst:Current and possible laws and their application|California2020}}
* '''2020''' | Chinese legislation | On January 1 Chinese law requiring that synthetically faked footage should bear a clear notice about its fakeness came into effect. Failure to comply could be considered a [[w:crime]] the [[w:Cyberspace Administration of China]] stated on its website. China announced this new law in November 2019.<ref name="Reuters2019">
* '''2020''' | Chinese legislation | {{#lst:Current and possible laws and their application|China2020}}
 
{{cite web
| url = https://www.reuters.com/article/us-china-technology/china-seeks-to-root-out-fake-news-and-deepfakes-with-new-online-content-rules-idUSKBN1Y30VU
| title = China seeks to root out fake news and deepfakes with new online content rules
| last =
| first =
| date = 2019-11-29
| website = [[w:Reuters.com]]
| publisher = [[w:Reuters]]
| access-date = 2020-07-13
| quote = }}
 
</ref> The Chinese government seems to be reserving the right to prosecute both users and [[w:online video platform]]s failing to abide by the rules. <ref name="TheVerge2019">
 
{{cite web
| url = https://www.theverge.com/2019/11/29/20988363/china-deepfakes-ban-internet-rules-fake-news-disclosure-virtual-reality
| title = China makes it a criminal offense to publish deepfakes or fake news without disclosure
| last = Statt
| first = Nick
| date = 2019-11-29
| website =
| publisher = [[w:The Verge]]
| access-date = 2020-07-13
| quote = }}
 
</ref>


=== 2010's synthetic human-like fakes ===
=== 2010's synthetic human-like fakes ===
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* '''2019''' | demonstration | In September 2019 [[w:Yle]], the Finnish [[w:public broadcasting company]], aired a result of experimental [[w:journalism]], [https://yle.fi/uutiset/3-10955498 '''a deepfake of the President in office'''] [[w:Sauli Niinistö]] in its main news broadcast for the purpose of highlighting the advancing disinformation technology and problems that arise from it.
* '''2019''' | demonstration | In September 2019 [[w:Yle]], the Finnish [[w:public broadcasting company]], aired a result of experimental [[w:journalism]], [https://yle.fi/uutiset/3-10955498 '''a deepfake of the President in office'''] [[w:Sauli Niinistö]] in its main news broadcast for the purpose of highlighting the advancing disinformation technology and problems that arise from it.


* '''2019''' | US state law | Since September 1 [[w:Texas]] senate bill [https://capitol.texas.gov/tlodocs/86R/billtext/html/SB00751F.htm '''SB 751'''] [[w:amendment]]s to the election code came into effect, giving [[w:candidates]] in [[w:elections]] a 30-day protection period to the elections during which making and distributing digital look-alikes or synthetic fakes of the candidates is an offense. The law text defines the subject of the law as "''a  video, created with the intent to deceive, that appears to depict a real person performing an action that did not occur in reality''"<ref name="TexasSB751">
* '''2019''' | US state law | {{#lst:Current and possible laws and their application|Texas2019}}
 
{{cite web
|url= https://capitol.texas.gov/BillLookup/History.aspx?LegSess=86R&Bill=SB751
|title= Relating to the creation of a criminal offense for fabricating a deceptive video with intent to influence the outcome of an election
|last=
|first=
|date= 2019-06-14
|website=
|publisher= [[w:Texas]]
|access-date= 2020-07-13
|quote= In  this  section,  "deep  fake  video"  means  a  video, created with the intent to deceive, that appears to depict a real person performing an action that did not occur in reality}}
 
</ref>
 
[[File:Marcus Simon.jpeg|thumb|right|108px|Homie [[w:Marcus Simon|w:Marcus Simon]] ([http://marcussimon.com/ marcussimon.com]) is a Member of the [[w:Virginia House of Delegates]] and a true pioneer in legislating against synthetic filth.]]
 
* '''2019''' | US state law | Since July 1  <ref>
 
{{Cite web
| url=https://www.fauquier.com/news/new-state-laws-go-into-effect-july/article_6e2e16c8-96b7-11e9-88d0-83a8852ef3eb.html
| title=New state laws go into effect July 1
}}
 
</ref> [[w:Virginia]] [[w:criminalization|w:has criminalized]] the sale and dissemination of unauthorized synthetic pornography, but not the manufacture.<ref name="Virginia2019Chapter515">
{{cite web
| url = https://law.lis.virginia.gov/vacode/18.2-386.2/
| title = § 18.2-386.2. Unlawful dissemination or sale of images of another; penalty.
| last =
| first =
| date =
| website =
| publisher = [[w:Virginia]]
| access-date = 2020-07-13
| quote = }}


</ref>, as [https://law.lis.virginia.gov/vacode/18.2-386.2/ § 18.2-386.2 titled ''''''Unlawful dissemination or sale of images of another; penalty.''''''] became part of the '''[[w:Code of Virginia]]'''. The law text states: "''Any person who, with the [[w:Intention (criminal law)|w:intent]] to [[w:coercion|w:coerce]], [[w:harassment|w:harass]], or [[w:intimidation|w:intimidate]], [[w:Malice_(law)|w:malicious]]ly [[w:dissemination|w:disseminates]] or [[w:sales|w:sells]] any videographic or still image created by any means whatsoever that depicts another person who is totally [w:[nudity|nude]], or in a state of undress so as to expose the [[w:sex organs|w:genitals]], pubic area, [[w:buttocks]], or female [[w:breast]], where such person knows or has reason to know that he is not [[w:license]]d or [[w:authorization|w:authorized]] to disseminate or sell such videographic or still image is guilty of a Class 1 [[w:Misdemeanor#United States|w:misdemeanor]].''".<ref name="Virginia2019Chapter515"/> The identical bills were [https://lis.virginia.gov/cgi-bin/legp604.exe?191+sum+HB2678 House Bill 2678] presented by [[w:Delegate (American politics)|w:Delegate]] [[w:Marcus Simon]] to the [[w:Virginia House of Delegates]] on January 14 2019 and three day later an identical [https://lis.virginia.gov/cgi-bin/legp604.exe?191+sum+SB1736 Senate bill 1736] was introduced to the [[w:Senate of Virginia]] by Senator [[w:Adam Ebbin]].
* '''2019''' | US state law | {{#lst:Current and possible laws and their application|Virginia2019}}


* '''2019''' | science and demonstration | [https://arxiv.org/pdf/1905.09773.pdf ''''Speech2Face: Learning the Face Behind a Voice'''' at arXiv.org] a system for generating likely facial features based on the voice of a person, presented by the [[w:MIT Computer Science and Artificial Intelligence Laboratory]] at the 2019 [[w:Conference on Computer Vision and Pattern Recognition|w:CVPR]]. [https://github.com/saiteja-talluri/Speech2Face Speech2Face at github.com] This may develop to something that really causes problems. [https://neurohive.io/en/news/speech2face-neural-network-predicts-the-face-behind-a-voice/ "Speech2Face: Neural Network Predicts the Face Behind a Voice" reporing at neurohive.io], [https://belitsoft.com/speech-recognition-software-development/speech2face "Speech2Face Sees Voices and Hears Faces: Dreams Come True with AI" reporting at belitsoft.com]
* '''2019''' | science and demonstration | [https://arxiv.org/pdf/1905.09773.pdf ''''Speech2Face: Learning the Face Behind a Voice'''' at arXiv.org] a system for generating likely facial features based on the voice of a person, presented by the [[w:MIT Computer Science and Artificial Intelligence Laboratory]] at the 2019 [[w:Conference on Computer Vision and Pattern Recognition|w:CVPR]]. [https://github.com/saiteja-talluri/Speech2Face Speech2Face at github.com] This may develop to something that really causes problems. [https://neurohive.io/en/news/speech2face-neural-network-predicts-the-face-behind-a-voice/ "Speech2Face: Neural Network Predicts the Face Behind a Voice" reporing at neurohive.io], [https://belitsoft.com/speech-recognition-software-development/speech2face "Speech2Face Sees Voices and Hears Faces: Dreams Come True with AI" reporting at belitsoft.com]
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