<div dir="ltr"><div dir="ltr"><div class="gmail_default" style="font-family:verdana,sans-serif"><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Dear Colleagues,</span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">We are pleased to invite you to participate in the </span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><span>2025</span> <span>Workshop</span> on Human-AI Complementarity for Decision Making</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">, sponsored by the </span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">NSF AI Institute for Societal Decision Making (NSF AI-SDM)</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">, and hosted by </span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Carnegie Mellon University</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">. Please see the information below and feel free to pass it along to any of your colleagues.</span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Dates</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">: </span><span style="color:rgb(0,0,0);font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">September 25–26, <span>2025</span></span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><br></span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Location</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">: Carnegie Mellon University, Pittsburgh, PA</span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;text-decoration-line:underline;vertical-align:baseline">Call for Abstracts</span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">We invite </span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">abstract submissions</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"> from students, faculty, and researchers. Submissions should highlight ongoing or proposed research related to the <span>workshop</span> theme and topics. Selected abstracts will be presented as talks or interactive poster sessions. The primary author of the abstract will be invited to attend the <span>workshop</span> </span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">in person</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">. Their </span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">travel and lodging expenses will be covered</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"> by NSF AI-SDM.</span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Abstract Submission Deadline</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">: </span><span style="color:rgb(0,0,0);font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline;background-color:rgb(255,255,0)">July 15, <span>2025</span></span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Submit abstracts </span><a href="https://docs.google.com/forms/d/e/1FAIpQLScV8bphvZVnfaW8ltOfqGYG58b8y1eYG5SS_lxyyndmXt6SSA/viewform?usp=dialog" style="text-decoration-line:none" target="_blank"><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;text-decoration-line:underline;vertical-align:baseline">using this form</span></a>. <span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Abstracts should be no longer than 300 words and include the title, authors, and affiliations. </span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">We look forward to your participation in what promises to be a dynamic and enriching <span>workshop</span>.</span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Warm Regards,</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><br></span></p><div>Norman Gottron, Managing Director, NSF-AI-SDM</div><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt">on behalf of</p><p dir="ltr" style="line-height:1.2;margin-top:1pt;margin-bottom:1pt"><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Cleotilde Gonzalez </span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">(<a href="mailto:coty@cmu.edu" target="_blank">coty@cmu.edu</a>)</span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"> </span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">&</span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"> Aarti Singh </span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">(</span><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><a href="mailto:aarti@andrew.cmu.edu" target="_blank">aarti@andrew.cmu.edu</a></span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">)</span></p><p dir="ltr" style="line-height:1.2;margin-top:1pt;margin-bottom:1pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">NSF AI-SDM</span></p><p dir="ltr" style="line-height:1.2;margin-top:1pt;margin-bottom:1pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Carnegie Mellon University</span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><br></span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">--</span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="background-color:transparent;color:rgb(0,0,0);font-weight:700"><span>Workshop</span> Motivation and Goals</span></p><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">This annual <span>workshop</span> explores the concept of </span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Human-AI Complementarity</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">—a condition where humans and AI systems working together outperform either working alone. Our <span>2025</span> theme focuses on </span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">flexible Human-AI teams</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">: systems that align with human values, withstand unexpected behaviors, and remain robust even under failure.</span></p>Key goals of the <span>workshop</span> include:<br><ul><li style="margin-left:15px"><span id="m_6521438725579157785m_-6342841062200191613gmail-docs-internal-guid-2d87e4d7-7fff-b174-5acb-fe9477b0bf8a">Delivering cutting-edge instruction on achieving Human-AI complementarity</span></li><li style="margin-left:15px"><span id="m_6521438725579157785m_-6342841062200191613gmail-docs-internal-guid-2d87e4d7-7fff-b174-5acb-fe9477b0bf8a">Creating common knowledge around emerging research challenges</span></li><li style="margin-left:15px"><span id="m_6521438725579157785m_-6342841062200191613gmail-docs-internal-guid-2d87e4d7-7fff-b174-5acb-fe9477b0bf8a">Generating new ideas and concrete proposals for future research</span></li></ul><b>Who Should Participate?</b><b><br></b><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">We welcome contributions from multiple disciplines—</span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">decision science, cognitive science, computer science, machine learning</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">, and beyond. Participants may be:</span></p><ul style="margin-top:0px;margin-bottom:0px"><li dir="ltr" style="margin-left:15px;list-style-type:disc;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><p dir="ltr" role="presentation" style="line-height:1.224;margin-top:12pt;margin-bottom:0pt"><span style="background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Tutorial Instructors</span><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">: Delivering state-of-the-art educational sessions</span><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><br></span></p></li><li dir="ltr" style="margin-left:15px;list-style-type:disc;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><p dir="ltr" role="presentation" style="line-height:1.224;margin-top:0pt;margin-bottom:0pt"><span style="background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Students</span><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">: Presenting interactive posters and engaging in tutorials</span><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><br></span></p></li><li dir="ltr" style="margin-left:15px;list-style-type:disc;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><p dir="ltr" role="presentation" style="line-height:1.224;margin-top:0pt;margin-bottom:12pt"><span style="background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Presenters</span><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">: Providing brief, targeted insights on key research topics</span></p></li></ul><span style="background-color:transparent;font-weight:700;color:rgb(0,0,0)">Topics of Interest</span><br><p dir="ltr" style="line-height:1.224;margin-top:12pt;margin-bottom:12pt"><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">Sessions will focus on the </span><span style="color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">flexibility and dynamics of Human-AI interactions</span><span style="color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"> for decision making, including but not limited to:</span></p><ul style="margin-top:0px;margin-bottom:0px"><li style="margin-left:15px;list-style-type:disc;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><p role="presentation" style="line-height:1.2;margin-top:12pt;margin-bottom:0pt"><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">The role of AI agents in shaping human decision confidence and calibration</span><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><br></span></p></li><li style="margin-left:15px;list-style-type:disc;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><p role="presentation" style="line-height:1.2;margin-top:0pt;margin-bottom:0pt"><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline">AI's influence on trust, coordination, and collaboration</span><span style="background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><br></span></p></li><li style="margin-left:15px"><span id="m_6521438725579157785m_-6342841062200191613gmail-docs-internal-guid-2d87e4d7-7fff-b174-5acb-fe9477b0bf8a">Addressing undesirable or failure-prone AI behaviors</span></li><li style="margin-left:15px"><span id="m_6521438725579157785m_-6342841062200191613gmail-docs-internal-guid-2d87e4d7-7fff-b174-5acb-fe9477b0bf8a">And others.</span></li></ul></div></div>
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