<div dir="ltr"><div><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">******************************************</span><b><font size="4"></font></b><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">******************************************</span></div><div><b><font size="4">𝗖𝗮𝗹𝗹 𝗳𝗼𝗿 𝗣𝗮𝗽𝗲𝗿𝘀 | 𝟮𝗻𝗱 𝗖𝗮𝘂𝘀𝗮𝗹 𝗡𝗲𝘂𝗿𝗼-𝗦𝘆𝗺𝗯𝗼𝗹𝗶𝗰 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 (𝗖𝗮𝘂𝘀𝗮𝗹 𝗡𝗲𝗦𝘆) 𝗪𝗼𝗿𝗸𝘀𝗵𝗼𝗽 <br>𝗧𝗼𝘄𝗮𝗿𝗱 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗟𝗟𝗠𝘀 𝘄𝗶𝘁𝗵 𝗡𝗲𝘂𝗿𝗼-𝗦𝘆𝗺𝗯𝗼𝗹𝗶𝗰 𝗮𝗻𝗱 𝗚𝗿𝗮𝗽𝗵-𝗕𝗮𝘀𝗲𝗱 𝗥𝗲𝗮𝘀𝗼𝗻𝗶𝗻𝗴</font></b></div><div><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">******************************************</span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">******************************************</span></div><div><div><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">🗓 𝗜𝗺𝗽𝗼𝗿𝘁𝗮𝗻𝘁 𝗗𝗮𝘁𝗲𝘀</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">Paper submission deadline: 3 March 2026</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">Notification to authors: 31 March 2026</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">Camera-ready papers due: 15 April 2026</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">🔗 𝗪𝗼𝗿𝗸𝘀𝗵𝗼𝗽 𝘄𝗲𝗯𝘀𝗶𝘁𝗲 & 𝘀𝘂𝗯𝗺𝗶𝘀𝘀𝗶𝗼𝗻 𝗱𝗲𝘁𝗮𝗶𝗹𝘀:</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">👉</span><span class="gmail-white-space-pre" style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);white-space:pre;line-height:inherit"> </span><a class="gmail-CxamvOwhTeVBhQZgjAyGCWJwWOjmxBZbXQ" target="_self" tabindex="0" href="https://sites.google.com/view/causalnesy2026/" style="color:rgb(10,102,194);box-sizing:inherit;margin:0px;padding:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;text-decoration-line:initial;text-decoration-color:rgb(10,102,194);font-weight:600;border-color:rgb(10,102,194);border-style:none;border-width:0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;word-break:normal;line-height:inherit">https://sites.google.com/view/causalnesy2026/</a><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit">📄 We invite original research papers, position papers, and visionary contributions from academia and industry.<br style="box-sizing:inherit;line-height:inherit"></span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">✨ Join us in shaping the future of causal, interpretable, and agentic AI, where intelligent systems are built not just to see patterns, but to understand causes and reason symbolically.</span></div><div><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">******************************************</span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">******************************************</span></div></div><div><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">As Artificial Intelligent (AI) systems increasingly influence high-stakes decisions in healthcare, manufacturing, robotics, and autonomous systems, there is a growing need for models capable of causal, interpretable, and knowledge-grounded reasoning. In parallel, the rise of agentic AI and large language models (LLMs) has created new opportunities to combine semantic knowledge representations with powerful generative and multimodal capabilities. 𝗧𝗵𝗶𝘀 𝘄𝗼𝗿𝗸𝘀𝗵𝗼𝗽 𝗮𝗶𝗺𝘀 𝘁𝗼 𝗯𝘂𝗶𝗹𝗱 𝗮 𝗰𝗿𝗼𝘀𝘀-𝗱𝗶𝘀𝗰𝗶𝗽𝗹𝗶𝗻𝗮𝗿𝘆 𝗰𝗼𝗺𝗺𝘂𝗻𝗶𝘁𝘆 𝗮𝗱𝘃𝗮𝗻𝗰𝗶𝗻𝗴 𝗮𝗴𝗲𝗻𝘁𝗶𝗰, 𝗰𝗮𝘂𝘀𝗮𝗹, 𝗻𝗲𝘂𝗿𝗼𝘀𝘆𝗺𝗯𝗼𝗹𝗶𝗰, 𝗮𝗻𝗱 𝗸𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲-𝗴𝗿𝗮𝗽𝗵-𝗱𝗿𝗶𝘃𝗲𝗻 𝗔𝗜 𝘄𝗶𝘁𝗵𝗶𝗻 𝘁𝗵𝗲 𝘀𝗲𝗺𝗮𝗻𝘁𝗶𝗰 𝘄𝗲𝗯 𝗲𝗰𝗼𝘀𝘆𝘀𝘁𝗲𝗺.</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">📌 𝗧𝗼𝗽𝗶𝗰𝘀 𝗼𝗳 𝗶𝗻𝘁𝗲𝗿𝗲𝘀𝘁 𝗶𝗻𝗰𝗹𝘂𝗱𝗲 (𝗯𝘂𝘁 𝗮𝗿𝗲 𝗻𝗼𝘁 𝗹𝗶𝗺𝗶𝘁𝗲𝗱 𝘁𝗼):</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span class="gmail-white-space-pre" style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);white-space:pre;line-height:inherit"> </span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">• Causal reasoning for agentic and autonomous LLMs</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span class="gmail-white-space-pre" style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);white-space:pre;line-height:inherit"> </span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">• Neuro-symbolic architectures for reasoning, planning, and control</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span class="gmail-white-space-pre" style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);white-space:pre;line-height:inherit"> </span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">• Causal reasoning in Agent Architectures</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span class="gmail-white-space-pre" style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);white-space:pre;line-height:inherit"> </span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">• Integration of causality, logic, and probability for verifiable agent behavior</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span class="gmail-white-space-pre" style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);white-space:pre;line-height:inherit"> </span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">• Explainability, interventions, and counterfactual reasoning</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span class="gmail-white-space-pre" style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);white-space:pre;line-height:inherit"> </span><span style="color:rgba(0,0,0,0.9);font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;font-size:14px">• Applications in robotics, healthcare, science, and knowledge-based systems</span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit"><br style="box-sizing:inherit;line-height:inherit"></span><span style="box-sizing:inherit;margin:0px;padding:0px;border-color:rgba(0,0,0,0.9);border-style:none;border-width:0px;font-size:14px;vertical-align:baseline;background-image:none;background-position:0% 0%;background-size:auto;background-repeat:repeat;background-origin:padding-box;background-clip:border-box;outline:rgba(0,0,0,0.9) none 0px;font-family:-apple-system,system-ui,"system-ui","Segoe UI",Roboto,"Helvetica Neue","Fira Sans",Ubuntu,Oxygen,"Oxygen Sans",Cantarell,"Droid Sans","Apple Color Emoji","Segoe UI Emoji","Segoe UI Emoji","Segoe UI Symbol","Lucida Grande",Helvetica,Arial,sans-serif;color:rgba(0,0,0,0.9);line-height:inherit">Best regards</span></div><span class="gmail_signature_prefix">-- </span><br><div dir="ltr" class="gmail_signature" data-smartmail="gmail_signature"><div dir="ltr"><p class="MsoNormal" style="margin:0cm;line-height:normal;font-size:12pt;font-family:Aptos,sans-serif;color:rgb(0,0,0)"><b><span style="font-size:10.5pt;font-family:Arial,sans-serif;color:rgb(32,33,36)">Utkarshani Jaimini</span></b></p><p class="MsoNormal" style="margin:0cm;line-height:normal;font-size:12pt;font-family:Aptos,sans-serif"><span style="font-size:10.5pt;font-family:Arial,sans-serif"><font color="#0000ff"><b>Incoming Assistant Professor</b></font></span></p><p class="MsoNormal" style="margin:0cm;line-height:normal;font-size:12pt;font-family:Aptos,sans-serif"><span style="font-size:10.5pt;font-family:Arial,sans-serif"><font color="#0000ff">Dept of Computer and Information Sciences</font></span></p><p class="MsoNormal" style="margin:0cm;line-height:normal;font-size:12pt;font-family:Aptos,sans-serif"><font color="#0000ff"><span style="font-size:10.5pt;font-family:Arial,sans-serif">University of Michigan - Dearborn </span><span style="font-size:10.5pt;font-family:Arial,sans-serif"> </span></font></p><p class="MsoNormal" style="margin:0cm;line-height:normal"><font face="Arial, sans-serif"><a href="https://utkarshani.github.io/" target="_blank"><font color="#0000ff"><span style="font-size:14px">https://utkarshani.github</span></font></a></font></p><p class="MsoNormal" style="margin:0cm;line-height:normal;font-size:12pt;font-family:Aptos,sans-serif"><a href="https://www.linkedin.com/in/utkarshanijaimini/" style="font-family:Arial,Helvetica,sans-serif;font-size:small" target="_blank"><span style="font-size:11pt;font-family:Arial;color:rgb(17,85,204);background-color:transparent;vertical-align:baseline"><span style="border:none;display:inline-block;overflow:hidden;width:22px;height:22px"><img src="https://lh5.googleusercontent.com/IMH37ToMaKJJXX6gf9k5UsnIrYoqoRkz3dc35mUWIMjmpfZFRc5eR8yiTuAdYATsWir67M8XfySSB51J_8I0B60fnL3yDVxOcI7qWgRr-KikllQs7ELohmTn2AlL41N3zCt3_e5N" width="22" height="22" style="margin-left:0px;margin-top:0px"></span></span></a><a href="https://twitter.com/UtkarshaniJ" style="font-family:Arial,Helvetica,sans-serif;font-size:small" target="_blank"><span style="font-size:11pt;font-family:Arial;color:rgb(17,85,204);background-color:transparent;vertical-align:baseline"><span style="border:none;display:inline-block;overflow:hidden;width:31px;height:22px"><img src="https://lh5.googleusercontent.com/nD0HrTqrokbBv8QT79h-h6niLCa4qhBuyDQiyyqYDxR1IHnPq9Ck5FGNCSYdCcWENf8JpT0K_RrNx0xVtpSjWj5ZB8IqtvpDJE45B-qyULdsofI8CpK_q5SPE2n-yPnMTs4bht_-" width="31" height="22" style="margin-left:0px;margin-top:0px"></span></span></a><span style="background-color:transparent;font-size:11pt;font-family:Arial;color:rgb(17,85,204);vertical-align:baseline"><span style="border:none;display:inline-block;overflow:hidden;width:25px;height:25px"><a href="https://scholar.google.com/citations?user=qKQTw0MAAAAJ&hl=en" target="_blank"><img src="https://lh5.googleusercontent.com/KPxpr_AhPcLdPRnFY2-33fyVKP5gNW1knU-wyaVWWfeE2nLRGkzUKro_3VnHIxWmUoZo3mMQi9_j_KJrlWzk8Dtk_Q81ZOSNI-syFOHc76BJmwZ1YXfYLr6wc2mIBrIYWrLHhacu" width="25" height="25" style="margin-left:0px;margin-top:0px"></a></span></span><span style="font-size:10.5pt;font-family:Arial,sans-serif">                                         </span></p><p class="MsoNormal" style="margin:0cm;line-height:normal;font-size:12pt;font-family:Aptos,sans-serif;color:rgb(0,0,0)"><b style="font-size:12pt"><i><span style="font-size:9pt;font-family:Arial,sans-serif">“Take advantage of every opportunity, where there is none, make it for yourself”</span></i></b><b style="font-size:12pt"><span style="font-size:9pt;font-family:Arial,sans-serif">, Marcus Garvey</span></b></p></div></div></div>