AFAA 2026 @ ICLR

That’s a wrap for #AFAA2026!!! 🎉 Thank you to all the authors, attendees, roundtable leads and speakers for the great presentations and insightful discussions!

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Now: panel with our amazing speakers

For our afternoon spotlights, we have 3 talks by Seraphina Goldfarb-Tarrant (Cohere), Edie Pearman (Mila, McGill University), and Canyu Chen (Northwestern University)

Back from lunch, we have our third and final invited talk of the day.

Excited to have Professor Furong Huang @furongh from University of Maryland talk about "Rethinking Test-Time Thinking: From Token-Level Rewards to Robust Generative Agents"

Next up, we three roundtable discussions:

- Fairness via Interpretable Alignment led by @franavargas

- Fairness under Strategic Interaction in Agentic Systems led by @YatongChen

- Fairness in Preference Learning and Incentive Design led by @andreas_h0wpt