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<div dir="ltr"><span style="font-size:11pt;font-family:Aptos;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><i>[apologize for multiple postings]</i></span></div><div dir="ltr"><span style="font-size:11pt;font-family:Aptos;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;vertical-align:baseline"><i><br></i></span></div><div dir="ltr"><br></div><div><b>Call for Papers</b></div><div dir="ltr">1st Workshop on Cognitive Architectures for Robotics: LLMs and Logic in Action (C.A.R.L.A. 2025)<br>September 12-13, 2025 | Rende, Italy<br><a href="https://carla-ws.github.io/web/" target="_blank">https://carla-ws.github.io/web/</a><br><br>Part of ICLP 2025</div><div dir="ltr"><a href="https://iclp25.demacs.unical.it" target="_blank">https://iclp25.demacs.unical.it</a><br><br><br><b>IMPORTANT DATES (AoE)</b><br>- Paper Deadline: June 1, 2025<br>- Notification: July 13, 2025<br>- Camera-Ready Deadline: July 27, 2025<br><br>Accepted papers will be presented as posters, with a subset selected for oral presentations. <br>The workshop will take place in person at ICLP 2025, with virtual participation options to <br>be confirmed. <br><br><b>GENERAL INFORMATION</b><br>The 1st Workshop on Cognitive Architectures for Robotics: LLMs and Logic in Action (CARLA) <br>seeks to transform the landscape of intelligent robotics by pioneering the integration of <br>large language models (LLMs), symbolic reasoning, and logic solvers into robotic systems. <br>As robotics moves towards real-world applications requiring adaptability, safety, and complex <br>decision-making, this workshop focuses on harnessing the synergy between data-driven learning <br>models and symbolic logic-based systems to advance automation. <br><br><br><b>SCOPE</b><br>CARLA invites research contributions and discussions in the following focus areas:<br><br>- Knowledge Representation for Robotics: Frameworks and methodologies for integrating <br>structured knowledge into robotic architectures.<br>- LLMs as Cognitive Engines: Leveraging LLMs to process complex commands, generate actionable <br>insights, and facilitate human-robot communication.<br>- Neuro-Symbolic Systems in Robotics: Hybrid approaches combining neural networks with <br>symbolic reasoning for decision-making and task execution.<br>- Logic Solvers in Robotic Control: Employing constraint solvers, SAT solvers, or theorem <br>provers for autonomous planning and reliable decision-making.<br>- Adaptive and Safe Robotic Architectures: Strategies for real-time adaptation and <br>coordination in robotic systems using LLMs and symbolic logic.<br>- Human-Robot Collaboration: Innovations in language-driven interactions, focusing on <br>usability, interpretability, and reliability in diverse scenarios.<br>- Challenges of LLM Deployment in Robotics: Addressing safety, robustness, and ethical <br>considerations when integrating LLMs into robotic systems.<br>- LLM-Driven Planning and Problem Solving: Enabling robots to perform dynamic planning <br>and adapt to novel situations using LLM-guided reasoning.<br><br><br><b>SUBMISSIONS</b><br>CARLA welcomes the following types of submissions:<br><br>- Original Research Papers: Presenting novel research contributions aligned with the workshop’s <br>focus areas.<br>- Work-in-Progress Reports: Sharing preliminary findings and ongoing research efforts.<br>- Position Papers: Discussing emerging challenges, visionary ideas, and future directions at <br>the intersection of robotics, LLMs, and logic solvers.<br>- Already Presented Works: Contributions that have been previously presented at other venues <br>but are relevant to the workshop themes. Such works can be resubmitted to foster further <br>discussion and exploration.<br><br><b>Submissions should adhere to the following guidelines:</b><br>- Maximum of 12 pages (excluding references) for full papers and 6 pages (excluding references) <br>for short papers.<br>- Formatting must follow the CEURART style: <a href="https://ceur-ws.org/HOWTOSUBMIT.html" target="_blank">https://ceur-ws.org/HOWTOSUBMIT.html</a><br>- All submissions must be in English and submitted in PDF format.<br></div><div dir="ltr"><br></div><div dir="ltr"></div><div dir="ltr">Accepted original contributions will be published in the CEUR-WS Proceedings (possibly in conjunction with other ICLP workshops).</div><div dir="ltr"></div><div dir="ltr">Accepted non-original contributions will be showcased on the workshop website with links to the <br>original publication, where available.<br><br><b>Submissions site:</b><br>Submissions will be managed via Microsoft CMT. Papers will remain private during the review process. <br>All authors must maintain up-to-date Microsoft CMT profiles to ensure proper conflict-of-interest <br>management and paper matching. Incomplete profiles may result in desk rejection. <br>Submit papers through the C.A.R.L.A. <br>Submission Portal on Microsoft CMT: <a href="https://cmt3.research.microsoft.com/CARLA2025" target="_blank">https://cmt3.research.microsoft.com/CARLA2025</a><br><br><b>Anonymity:</b><br>The workshop follows a single-blind review process. <br>Submissions must not be anonymized by removing author names, affiliations, and acknowledgments. </div><br><div dir="ltr"><br><b>ORGANIZATION</b><br><br>- Fabrizio Lo Scudo · University of Calabria, Italy<br>- Sotirios Batsakis · Hellenic Mediterranean University, Greece<br>- Manuel Borroto · University of Calabria, Italy</div>
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