Call for Papers -- AFAA Workshop at ICLR 2026
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ICLR 2026 Workshop on
Algorithmic Fairness Across Alignment Procedures and Agentic Systems (AFAA)
We are excited to share that the Call for Papers is now OPEN for the AFAA Workshop at ICLR 2026!
-> Submission deadline: Jan 31, 2026 (Anywhere on Earth)
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Topics
This workshop explores how fairness principles and tools must
evolve as AI systems increasingly reason, adapt, and act autonomously.
We welcome submissions of novel work relating to fairness in alignment procedures, agentic AI, and foundation models, including (but not limited to):
- Normative foundations of alignment and fairness
- Fairness-aware value learning and preference modeling
- Cultural and contextual dimensions of alignment
- Governance and oversight for agentic systems
- Ethical and accountability frameworks
- Long-term fairness and societal impact
- Fairness metrics and evaluation for agentic AI
- Bias mitigation in foundation models
- Trade-offs between fairness, alignment, and performance
We continue to welcome broad work on fairness including, fairness
metrics and mitigation techniques, novel formalizations of fairness,
algorithmic approaches to capturing and mitigating evolving biases, and
methods in fairness related subfields (model multiplicity,
interpretability, robustness, etc.)
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Submission Tracks
Page limits excluding references and appendices:
- Main Papers Track (6--9 pages)
- Tiny Papers Track (up to 3 pages)
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Please Share
We would greatly appreciate your help in circulating this CFP to colleagues, collaborators, and students who may be interested!
We are also on X @afciworkshop and Bluesky @afciworkshop.bsky.social :D
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We are very much looking forward to seeing your work!