Opening remarks by Nando Fioretto kick off #AFME2024! Excited for an amazing day 🙌 #NeurIPS2024

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

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

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

In our second contributed talk, Danny To Eun Kim (@teknology.bsky.social) presents “Towards Fair RAG: The Impact of Fair Ranking in Retrieval-Augmented Generation.” #AFME2024 #NeurIPS2024

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

To kick off the afternoon session, we have a great talk from Angelina Wang @ FAccT @angelinawang.bsky.social on the need for group difference awareness and a new suite of benchmark for assessing this metric in LLMs!!

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

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

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

Our amazing panellists discussed how to define fairness and challenges of evaluation, ethical considerations and interdisciplinary collaboration for addressing different dimensions of fairness! Hoda Heidari Jessica Schrouff , Sanmi Koyejo , Seth Lazar

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

🎊 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!