AFAA 2026 @ ICLR

🚨 Deadline Extended to Feb 5 (AoE)! CFP still OPEN for the #AFAA2026 Workshop at @iclr_conf — on fairness across alignment & agentic AI systems. Full & tiny papers welcome • Interdisciplinary work encouraged! 🔗 afciworkshop.org #ICLR2026 #AFAA2026

🚨 CFP OPEN! We’re launching the #AFAA2026 Workshop at @iclr_conf on fairness across alignment and agentic AI systems. Submit full or tiny papers! Interdisciplinary work especially welcome :D 🗓 Deadline: Jan 31 (AoE) | 🔗 afciworkshop.org #AFAA2026 #ICLR2026

🎊 We are happy to share the proceedings of the 5th AFME workshop published at PMLR #AFME2024 #NeurIPS2024 proceedings.mlr.press/v279/ Take a look at the preface for a summary of the workshop and topics discussed!

That’s a wrap for #AFME2024!!! 🎉 Thank you to all the authors, attendees, roundtable leads and speakers for the great presentations and insightful discussions!

Our amazing panellists discussed how to define fairness and challenges of evaluation, ethical considerations and interdisciplinary collaboration for addressing different dimensions of fairness! @HodaHeidari @JessicaSchrouff , @sanmikoyejo , @sethlazar

For the final contributed talk, Ben Laufer discussed the fundamental limits in the search for less discriminatory algorithms!!

Another great contributed talk!! Natalie Mackraz discussed her work on evaluating gender bias transfer between pre-trained and prompt-adapted LLMs

In the third contributed talk of the day, Prakhar Ganesh presented his paper comparing g bias mitigation algorithms in ML!

To kick off the afternoon session, we have a great talk from @ang3linawang on the need for group difference awareness and a new suite of benchmark for assessing this metric in LLMs!!

One of the highlights of our workshop – the roundtables are back! 🙌 Discussions ongoing on Metrics and Evaluation with amazing roundtable leads @ndacerossio, @tom_hartvigsen and @ang3linawang

In our third invited talk, @sethlazar discussed “Evaluating the Ethical Competence of LLMs”! #AFME2024 #NeurIPS2024

In our second contributed talk, @TEKnologyy presents “Towards Fair RAG: The Impact of Fair Ranking in Retrieval-Augmented Generation.” #AFME2024 #NeurIPS2024

The first contributed talk for the day presented by @alextamkin on "Evaluating and Mitigating Discrimination in Language Model Decisions" #AFME2024 #NeurIPS2024

Up next, the second invited talk by @krvarshney on "Harm Detectors and Guardian Models for LLMs: Implementations, Uses, and Limitations." 💡 #AFME2024 #NeurIPS2024

In the first invited talk, @HodaHeidari talked about “Reflections on Fairness Measurement: From Predictive to Generative AI." #AFME2024 #NeurIPS2024

Opening remarks by @nandofioretto kick off #AFME2024! Excited for an amazing day 🙌 #NeurIPS2024

Excited for our #AFME2024 fairness workshop at #NeurIPS2024 TODAY! 🎉 We have a fantastic lineup of accepted papers & extended abstracts at our poster sessions: 10:35 a.m. - 11:20 a.m. 2:55 p.m. - 3:55 p.m. 5:10 p.m. - 5:30 p.m. 📍West Meeting Room 111-112. Papers 👇