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COLM 2025 Workshop on AI Agents: Capabilities and Safety


October 10th

Room 519B, Palais des Congrès, Montreal, Canada

Co-located with COLM 2025

Over the past decades, researchers across artificial intelligence, linguistics, and human-computer interaction have pursued the goal of making machines understand and respond to natural language. Recent breakthroughs in large language models have accelerated progress, powering virtual assistants and enabling more complex interactions. Yet, many challenges remain around trust, control, and real-world effectiveness.

AI Agents: Capabilities and Safety will be a one-day workshop, co-located with COLM 2025 in Montreal, Canada. This workshop will convene experts and practitioners to explore the next frontier of AI agents. We aim to examine the evolving capabilities of agents, from reasoning and planning to tool use and embodiment, while also confronting the urgent need for safety, reliability, and alignment as these systems are deployed in real-world, high-stakes contexts.

The workshop will include keynotes, oral presentations, posters, and panel sessions. In keynote talks, senior technical leaders from industry and academia will share insights on the latest developments in the field. We would like to encourage researchers and students to share their prospects and latest discoveries. There will also be a panel discussion with noted conversational AI leaders focused on the state of the field, future directions, and open problems across academia and industry.

Workshop Schedule

AIA Schedule Public

Important Dates

    • Paper Submissions Deadline: June 23rd, 2025 June 27th, 2025 (Anywhere on Earth)

    • Notification of Acceptance: July 24th, 2025 (Anywhere on Earth)

    • Camera-Ready Deadline: September 8th, 2025

    • Workshop Date: October 10th, 2025

Invited Speakers 

Yoshua Bengio

Professor, Université de Montréal & Mila

Diyi Yang

Assistant professor, Stanford University

Huan Sun

Associate professor, Ohio State University

Graham Neubig

Associate Professor, Carnegie Mellon University & All hands

Muhao Chen

Assistant Professor, University of California, Davis

João Sedoc 

Assistant Professor, New York Univerisity

Sponsor

Organizers

Zhou (Jo) Yu

Columbia University & Arklex.ai

 Workshop Chair 

Yu Su

Ohio State University

 Workshop Chair 

Bo Li

University of Illinois at Urbana-

Champaign

Yi Zhang

AWS Agentic AI

Baolin Peng

Microsoft Research

Jim Zhiwei Liu

Salesforce AI Research

Dan Roth

University of Pennsylvania & Oracle

Lyle Ungar

University of Pennsylvania

Sharath Chandra Guntuku

University of Pennsylvania

Yu Gu

The Ohio State University

Xiao Yu

Columbia University

Young-Min (Jeffrey) Cho

University of Pennsylvania

 Workshop Chair 

Yu Feng

University of Pennsylvania

Haoyu Wang

University of Pennsylvania

Zhaorun Chen

The University of Chicago

Raphael Shu

AWS Agentic AI

Yu Li

Columbia University

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