MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy
Conference Description
This workshop will explore the challenges and opportunities of Multi-Agent Reinforcement Learning (MARL) in the context of autonomous transportation systems. It aims to address critical issues such as coordination, cooperation, scalability, and real-time decision-making among multiple autonomous agents in complex, real-world transportation environments. The workshop will cover topics including traffic optimization, fleet management, and intelligent infrastructure, bringing together experts from academia and industry to discuss the latest advancements and practical applications of MARL.
Topics
Topics of interest include MARL algorithms for autonomous transportation, encompassing cooperative and competitive approaches, traffic optimization, congestion management, fleet management, and autonomous vehicle coordination. This also involves MARL-based decision-making, planning, and communication strategies for autonomous agents. Further topics include transfer learning, generalization across transportation scenarios, safety and ethical considerations, and the scalability and real-time adaptation of MARL algorithms. Hybrid approaches combining MARL with deep learning, game theory, and other techniques are also of interest, along with simulations, real-world deployment, urban mobility, logistics, and ride-sharing applications. Evaluation metrics, benchmarks for performance assessment, human-agent interactions, and ensuring the robustness and resilience of MARL algorithms in uncertain or adversarial environments are key areas of focus as well.
Format of Workshop
The workshop will be a one-day meeting comprising keynote talks from researchers in the field, contributed talks, spotlight talks and a poster session where contributing paper presenters can discuss their work. Attendance is open to all registered participants.
Attendance
Anyone with interest in the workshop, and registered for AAAI workshops, is welcome to attend.
Submission requirements
Either extended abstracts (4 pages) or full papers (7 pages) anonymized using the AAAI 2025 style guidelines, not including references and supplementary can be submitted. We welcome articles currently under review or papers planned for publication elsewhere as extended abstracts.
Submission Site Information
https://openreview.net/group?id=AAAI.org/2025/Workshop/MALTA
Workshop Chairs
Vaneet Aggarwal, Purdue University, [email protected]
Carlee Joe-Wong, CMU, [email protected]
Zhiwei (Tony) Qin, Eva AI (foreva.ai), [email protected]
Satish Ukkusuri, Purdue University, [email protected]
Workshop URL
https://sites.google.com/view/malta2025
Important Dates:
Paper (full/poster/short/position) submission deadline: November 17, 2024
Author Notification: December 9, 2024
Presentation/Poster Upload: Feb 1, 2025
Workshop date: March 3, 2025
Conference Topics
- artificial intelligence
- Transportation
- reinforcement learning
- autonomous driving
Frequently Asked Questions
What is MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy ?
MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy is Join the AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy on March 3, 2025, in Philadelphia, PA, exploring challenges and opportunities of MARL in autonomous transportation systems.
How do I submit my paper?
Submit your paper via the official submission portal at https://sites.google.com/view/malta2025. Follow the submission guidelines outlined in the CFP.
How do I register for the conference?
Register at https://sites.google.com/view/malta2025. Early registration is recommended to secure your spot and avail discounts.
What topics are accepted at MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy ?
The topics accepted at MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy include artificial intelligence, Transportation, reinforcement learning, autonomous driving. Papers that explore innovative ideas or solutions in these areas are highly encouraged.
What are the important dates for MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy ?
- Start Date: 03 Mar, 2025
- End Date: 03 Mar, 2025
What is the location and date of MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy ?
MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy will be held on 03 Mar, 2025 - 03 Mar, 2025 at Philadelphia, PA. More details about the event location and travel arrangements can be found on the conference’s official website.
Can I submit more than one paper to MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy ?
Yes, multiple submissions are allowed, provided they align with the conference’s themes and topics. Each submission will be reviewed independently.
What is the review process for submissions?
Papers will be reviewed by a panel of experts in the field, ensuring that only high-quality, relevant work is selected for presentation. Each paper will be evaluated on originality, significance, and clarity.
What presentation formats are available at MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy ?
Presentations can be made in various formats including oral presentations, poster sessions, or virtual presentations. Specific details will be provided upon acceptance of your paper.
Can I make changes to my submission after I’ve submitted it?
Modifications to your submission are allowed until the submission deadline. After that, no changes can be made. Please make sure all details are correct before submitting.
What are the benefits of attending MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy ?
Attending MALTA 2025 : AAAI-2025 Workshop: Multi-Agent Reinforcement Learning for Transportation Autonomy provides an opportunity to present your research, network with peers and experts in your field, and gain feedback on your work. Additionally, it is an excellent platform for career advancement and collaboration opportunities.
What should I include in my abstract or proposal submission?
Your abstract or proposal should include a concise summary of your paper, including its purpose, methodology, and key findings. Ensure that it aligns with the conference themes.