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14th Workshop on Planning and Robotics (PlanRob 2026) ICAPS’26 Workshop, Dublin, Ireland, June 28, 2026

*Description*

AI Planning & Scheduling (P&S) methods are crucial to enabling intelligent robots to perform autonomous, flexible, and interactive behaviors, but they must be tightly integrated into the overall robot architecture in order to be effective. This requires strong collaboration between researchers from both the AI and the Robotics communities. To foster this, the workshop aims to provide a stable, long-term forum where researchers from both the P&S and Robotics communities can openly discuss relevant issues such as research and development progress, future directions, and open challenges related to P&S when applied to Robotics.Recent advances in large-scale learning models, multimodal perception, and whole-body robotic systems are reshaping the landscape of planning and execution. The 2026 edition of PlanRob explicitly aims to address these emerging challenges, with a focus on integrating symbolic, geometric, and learning-based approaches for robust, scalable, and adaptive robot autonomy.

*Topics of interest*

...include but are not limited to: • Planning representations and models for robotics including domain modeling, abstraction, and formal representations • Robot planning at multiple levels, including mission, task, path, motion, and integrated task-and-motion planning • Learning-augmented planning for robotics, including: • learning-based methods for planning and control • generative models for planning • continual learning and planning architectures and algorithms • Foundation-model-based approaches for robot planning, including: • LLM-, VLM-, and action-model-based methods for task as well as task-and-motion planning • perception-grounded planning using vision-language representations • Planning, execution, and control integration, including robot architectures supporting tight coupling between deliberation and execution • Planning for complex robotic systems, including: • high-dimensional and whole-body robotic planning and execution • planning under real-world sensing • actuation, and computational constraints • Multi-agent and interactive planning, including: • coordination and cooperation in multi-robot systems • human-aware planning and execution for human–robot interaction • adversarial and competitive planning in robotic domains • Formal and algorithmic foundations of robot planning, including formal methods for verification, correctness, and safety • Large-scale and real-world robotic applications, including: • optimization of behavior in large-scale automated or semi-automated systems • deployment and evaluation of planning methods on autonomous and intelligent robots in real-world settings

Important goals of the workshop are the discussion of solutions, results, open issues, and real-world challenges.

*Important Dates*

• Submission Deadline: April 20, 2026 (AoE) • Author Notification: May 15, 2026 • Camera-Ready Deadline: June 5, 2026 • ICAPS 2026 Workshops: June 28-29, 2026

*Submission*

There are two types of submissions:

- short position papers (four pages) - regular papers (up to 10 pages)

Papers may have an additional page containing references. Regular papers may be scheduled with more time in the final program. A poster session may be considered to provide a further presentation opportunity.

The guidelines for formatting are the same as is used for ICAPS 2026 papers as described at: http://www.aaai.org/Publications/Author/author.php), but with the AAAI copyright removed. The papers must be submitted in PDF format via the EasyChair system (https://easychair.org/conferences/?conf=planrob26).

Please note that papers under review (e.g. which have been submitted to IJCAI-2026) are also welcome, however, in order to avoid potential conflicts, these manuscripts should be prepared as anonymous submissions for a double blind reviewing process.

*Workshop Proceedings*

Accepted papers will be published on the workshop’s website. The organisers are investigating the availability of journal editors in order to invite a selection of accepted papers from the workshop to a special issue or post-proceedings volume.

*Organizing Committee*

Iman Awaad, i********d@h-brs.de Institute for AI & Autonomous Systems, Hochschule Bonn-Rhein-Sieg, Germany & German International University, Egypt

Alberto Finzi, a***********i@unina.it Università di Napoli “Federico II”, Italy

Andrea Orlandini, a**************i@istc.cnr.it Institute of Cognitive Sciences and Technologies (ISTC-CNR), Italy

Workshop website: https://icaps26.icaps-conference.org/program/workshops/planrob/