Call For Papers

REALM’25 invites authors to submit 4-page or 8-page (short/long) papers about their work at the intersection of AI Agents and LLMs. Topics of interest include, but are not limited to:

  • Planning, Reasoning, and Decision-Making: Mechanisms and models that empower LLM agents to make plans, reason, backtrack, and take independent decisions in dynamic environments.
  • Agent Quality Evaluation: Methodologies to assess the agent performance and to guide their improvement.
  • Data and simulation environments: Data architectures, datasets and simulated environments for building LLM agents.
  • Agent-optimized LLMs: Training, fine-tuning and prompting of LLMs towards desired agentic behaviors.
  • Agent Architectures: Design and implementation of architectural frameworks that support agency in LLMs, enabling flexibility, scalability, and robustness in various tasks.
  • Human-Agent and Agent-Agent Interaction: Studies on how LLM agents interact with humans and other agents, including collaboration, feedback, learning, trust, and user experience. Multi-agent systems.
  • Safety and Robustness: Ensuring the reliability and safety of agentic LLM systems against adversarial scenarios and malicious use.
  • Ethics and Governance: Frameworks and guidelines for the ethical development, deployment, and oversight of agentic LLM systems.

Submission Guidelines

We invite the following types of submissions:

  • Long papers must be original unpublished work, with concrete evaluation and analysis. They can be up to 8 (eight) pages, plus unlimited pages of references and an appendix.
  • Short papers should be original unpublished work, including a small focused contribution, a negative result, an opinion piece, or an interesting application. They can be of up to 4 (four) pages of content with unlimited pages of references and appendix.

All submissions should be anonymous and must follow ACL formatting guidelines. The ACL 2025 templates must be used; these are provided in LaTeX and also Microsoft Word format.

Submissions will only be accepted in PDF format. The peer review will be double-blind.

All submissions have to be made through the following Openreview link.

Authors should be aware of OpenReview’s moderation policy for newly created profiles:

  • New profiles created without an institutional email will go through a moderation process that can take up to two weeks.
  • New profiles created with an institutional email will be activated automatically.

Camera Ready Version

Final versions of accepted papers will be given one additional page of content (up to 9 pages for long papers, upto 5 pages for short papers) to address reviewers’ comments.

Important Dates

  • Submission Deadline: March 01, 2025
  • Notification of Acceptance: April 17, 2025
  • Camera Ready Deadline: May 16, 2025
  • Workshop Date: July 31 - August 01, 2025

All deadlines are calculated at 11:59pm Anywhere on Earth (UTC-12).