Dear all,
We are excited to announce the upcoming workshop “Learning in an Agentic World: Foundations and Challenges” to be held at COLT 2026 (June 29, San Diego), which will bring together researchers working on the foundations of learning, AI agents, reasoning, reliability, adaptivity, strategic interaction, and generative AI systems.
The workshop aims to foster discussion across machine learning, learning theory, optimization, algorithms, economics/game theory, and AI safety, with topics including:
Learning and decision-making with AI agents
Reliability, verification, and evaluation of LLMs
Strategic and adaptive learning environments
Personalization and human-AI interaction
Theoretical foundations for reasoning and generation
The workshop will feature invited talks, contributed poster presentations, and opportunities for broad cross-community interaction. Consider submitting your work to our call for abstracts (deadline June 1).
More details, including speakers, schedule, and submission information, are available on the workshop website.
Best regards,
Avrim, Dravy, Han and Hedyeh