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<p class="MsoNormal" style="margin-bottom:10.0pt"><span style="font-size:20.0pt;font-family:"Verdana",sans-serif;color:black">TADM 2023: Second International Workshop on Trusted Automated Decision-Making<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:10.0pt"><span style="font-size:13.0pt;font-family:"Verdana",sans-serif;color:#CF560D">Co-located with ETAPS 2023<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:10.0pt"><span style="font-size:15.0pt;font-family:"Verdana",sans-serif;color:#CF560D">Paris, France, April 22, 2023<o:p></o:p></span></p>
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<p class="MsoNormal" style="margin-bottom:10.0pt"><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">Submission link<o:p></o:p></span></b></p>
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<p class="MsoNormal" style="margin-bottom:10.0pt"><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black"><a href="https://easychair.org/conferences/?conf=tadm2023" target="_blank"><span style="color:#1D419F">https://easychair.org/conferences/?conf=tadm2023</span></a><o:p></o:p></span></p>
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<p class="MsoNormal" align="right" style="text-align:right;background:white"><b><span style="font-family:"Verdana",sans-serif;color:#333333">Topics: <a href="https://easychair.org/cfp/topic.cgi?tid=642577"><span class="tag"><span style="font-size:9.0pt;color:navy;border:solid #999999 1.0pt;padding:2.0pt;background:#FFBBFF;font-weight:normal">explainable
 ai</span></span></a> <a href="https://easychair.org/cfp/topic.cgi?tid=1732773"><span class="tag"><span style="font-size:9.0pt;color:#AA0080;border:solid #999999 1.0pt;padding:2.0pt;background:#9FC0FF;font-weight:normal">ai safety</span></span></a> <a href="https://easychair.org/cfp/topic.cgi?tid=6376366"><span class="tag"><span style="font-size:9.0pt;color:#FF0066;border:solid #999999 1.0pt;padding:2.0pt;background:lightblue;font-weight:normal">large
 language models</span></span></a> <a href="https://easychair.org/cfp/topic.cgi?tid=27864584"><span class="tag"><span style="font-size:9.0pt;color:#FF0066;border:solid #999999 1.0pt;padding:2.0pt;background:#CCBDEE;font-weight:normal">software 3.0</span></span></a><o:p></o:p></span></b></p>
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<span style="font-family:"Verdana",sans-serif;color:black">Trust is critical to safe implementation of new technologies. As a community of software researchers, what can we do to ensure automated decision-making systems are designed through processes that are
 trustworthy? How can we assess machine learning, large language models and other emerging artificial intelligence (AI) technologies? Is explainability enough? If not, what further measures can be taken?<o:p></o:p></span></p>
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<span style="font-family:"Verdana",sans-serif;color:black;background:white">Safety and trust challenges arise with unique specificities in each new context. The recent explosion in the usage of large language models (LLMs) such as CODEX, derived from GPT3,
 for generating source code for software applications poses distinctive questions. It is estimated that CODEX only gets it right 30% of the time, thereby increasing the likelihood of the internet getting riddled with vulnerable code which could be readily exploited
 by malicious actors. Is this inevitable or can we learn to avoid these potentially dangerous pitfalls of AI-based code generation? Can we invent methods and tools for error mitigation/containment? Are formal methods the answer to find and fix flaws in the
 generated code? Could we exploit adversarial learning to re-train the models and prevent them from repeating their mistakes? Are there benchmarks/tests to certify freedom from exploitable vulnerabilities?</span><span style="font-family:"Verdana",sans-serif;color:black"><o:p></o:p></span></p>
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<span style="font-family:"Verdana",sans-serif;color:black">To initiate discussion in this very important societal need, we invite interdisciplinary researchers, computer scientists, and practitioners with new and novel research ideas. We particularly encourage
 research of a nascent or speculative nature, in order to chalk a way forward.<o:p></o:p></span></p>
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<span style="font-size:16.0pt;font-family:"Verdana",sans-serif;color:white;font-weight:normal">Submission Guidelines<o:p></o:p></span></h2>
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<span style="font-family:"Verdana",sans-serif;color:black">We solicit and encourage a wide range of talks in multiple formats, addressing new ideas or works in progress (possibly already published). Researchers wishing to give a talk should submit a short abstract
 (of length between half a page and 2 pages). Submissions will be reviewed for their appropriateness and relevance to the workshop.<o:p></o:p></span></p>
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<![if !supportLists]><span style="font-size:10.0pt;font-family:Symbol;color:black"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">       
</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Abstracts and Posters</span></strong><span style="font-family:"Verdana",sans-serif;color:black"> describing work in progress or aim to initiate discussions.<o:p></o:p></span></p>
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</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Regular papers</span></strong><span style="font-family:"Verdana",sans-serif;color:black"> (up to 12 pages in <a href="http://www.eptcs.org/" target="_blank" title="http://www.eptcs.org/">EPTCS</a> format),
 previously unpublished work, including descriptions of research, tools, and applications.<o:p></o:p></span></p>
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<span style="font-size:16.0pt;font-family:"Verdana",sans-serif;color:#A95222;font-weight:normal">Important Dates<o:p></o:p></span></h3>
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</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Submission deadline: March 6, 2023</span></strong><span style="font-family:"Verdana",sans-serif;color:black"><o:p></o:p></span></p>
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<![if !supportLists]><span style="font-size:10.0pt;font-family:Symbol;color:black"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">       
</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Notification of acceptance: March 17, 2023</span></strong><span style="font-family:"Verdana",sans-serif;color:black"><o:p></o:p></span></p>
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</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Final paper submission deadline: April 7, 2023</span></strong><span style="font-family:"Verdana",sans-serif;color:black"><o:p></o:p></span></p>
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</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Discounted registration deadline: March 22, 2023</span></strong><span style="font-family:"Verdana",sans-serif;color:black"><o:p></o:p></span></p>
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<span style="font-size:16.0pt;font-family:"Verdana",sans-serif;color:white;font-weight:normal">List of Topics<o:p></o:p></span></h2>
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</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">Approaches for assuring security and safety of software created by LLMs<o:p></o:p></span></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;margin-left:0in;text-indent:-.25in;mso-list:l0 level1 lfo6;background:white">
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</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">Creation of interpretable or explainable models for specific domains<o:p></o:p></span></p>
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<![if !supportLists]><span style="font-size:10.0pt;font-family:Symbol;color:black"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">       
</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">Extraction of interpretable models of comparable accuracy from black box models<o:p></o:p></span></p>
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</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">Unique and novel approaches to learning sparse models<o:p></o:p></span></p>
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<![if !supportLists]><span style="font-size:10.0pt;font-family:Symbol;color:black"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">       
</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">Approaches for synthesis of interpretable or explainable models from specifications<o:p></o:p></span></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;margin-left:0in;text-indent:-.25in;mso-list:l0 level1 lfo6;background:white">
<![if !supportLists]><span style="font-size:10.0pt;font-family:Symbol;color:black"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">       
</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">Metrics to assess trustworthiness and safety in emergent AI based systems<o:p></o:p></span></p>
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</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">Challenge problems in finance, criminal justice, or social and industrial robotics<o:p></o:p></span></p>
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<span style="font-size:16.0pt;font-family:"Verdana",sans-serif;color:white;font-weight:normal">Committees<o:p></o:p></span></h2>
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<span style="font-size:16.0pt;font-family:"Verdana",sans-serif;color:#A95222;font-weight:normal">Program committee<o:p></o:p></span></h3>
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<![if !supportLists]><span style="font-size:10.0pt;font-family:Symbol;color:black"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">       
</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Raj Dasgupta </span></strong><span style="font-family:"Verdana",sans-serif;color:black">NRL<o:p></o:p></span></p>
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<![if !supportLists]><span style="font-size:10.0pt;font-family:Symbol;color:black"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">       
</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Giacomo Gentile </span></strong><span style="font-family:"Verdana",sans-serif;color:black">Collins<o:p></o:p></span></p>
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</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Madhavan Mukund </span></strong><span style="font-family:"Verdana",sans-serif;color:black">CMI<o:p></o:p></span></p>
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</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Claire Pagetti </span></strong><span style="font-family:"Verdana",sans-serif;color:black">Onera<o:p></o:p></span></p>
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</span></span></span><![endif]><strong><span style="font-family:"Verdana",sans-serif;color:black">Ngoc Tran </span></strong><span style="font-family:"Verdana",sans-serif;color:black">NRL<o:p></o:p></span></p>
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</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">TBD<o:p></o:p></span></p>
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<span style="font-size:16.0pt;font-family:"Verdana",sans-serif;color:#A95222;font-weight:normal">Organizing committee<o:p></o:p></span></h3>
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</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">Dr. Ramesh Bharadwaj<o:p></o:p></span></p>
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</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">Ms. Ilya Parker<o:p></o:p></span></p>
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<span style="font-size:16.0pt;font-family:"Verdana",sans-serif;color:white;font-weight:normal">Invited Speakers<o:p></o:p></span></h2>
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</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">Prof. Edward Ashford Lee (Berkeley)<o:p></o:p></span></p>
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</span></span></span><![endif]><span style="font-family:"Verdana",sans-serif;color:black">TBD<o:p></o:p></span></p>
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<span style="font-size:16.0pt;font-family:"Verdana",sans-serif;color:white;font-weight:normal">Publication<o:p></o:p></span></h2>
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<span style="font-family:"Verdana",sans-serif;color:black">Proceedings will be published as video on the TADM website.<o:p></o:p></span></p>
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<span style="font-family:"Verdana",sans-serif;color:black">Publication of formal proceedings is TBD.<o:p></o:p></span></p>
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<span style="font-size:16.0pt;font-family:"Verdana",sans-serif;color:white;font-weight:normal">Venue<o:p></o:p></span></h2>
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<span style="font-family:"Verdana",sans-serif;color:black">Paris, France, in conjunction with ETAPS 2023<o:p></o:p></span></p>
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<span style="font-size:16.0pt;font-family:"Verdana",sans-serif;color:white;font-weight:normal">Contact<o:p></o:p></span></h2>
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<span style="font-family:"Verdana",sans-serif;color:black">All questions about submissions should be emailed to ramesh.bharadwaj@nrl.navy.mil<o:p></o:p></span></p>
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