I am giving a talk on differential privacy and fairness at the Workshop on Cyber Security in High Performance Computing (at SC 2024) today. Stop by if you are attending and interested! sc24.conference-program.com/presentation/?…

Deadline extended! The AAAI Workshop on Privacy-Preserving Artificial Intelligence (PPAI-25) (ppai-workshop.github.io) is now accepting papers until November 29, 2024. Submit your best work! x.com/nandofioretto/…

🆘Help needed! Are you working on Privacy (from a Technical (e.g., Differential Privacy), Policy, or Law perspective)? Please give your availability to review for PPAI (ppai-workshop.github.io) if you can! We'd highly appreciate it! 🙏 forms.gle/dqjVsBsR2y81v1…

✍️ Reminder to reviewers: Check author responses to your reviews, and ask follow up questions if needed. 50% of papers have discussion - let’s bring this number up!

Niloofar is a leader in responsible AI. Any department would be lucky to have her!

Congratulations to James Kotary for successfully defending his dissertation with flying colors! 👏🔥🎉 His research integrates ML and optimization, advancing both optimization algs and the reasoning in ML models. Check out his work: j-kota.github.io I am proud advisor :)

I'll be at NeurIPS from Thursday to Saturday next week. DM me I'd you like to chat about generative ML for science or responsible AI broadly!

🎊 The Algorithmic Fairness workshop #AFME2024 is one week away! #NeurIPS2024 📆 Join us Sat, Dec 14 for a day full of discussions on all things fairness and bias! Here is a preview of our amazing speakers Hoda Heidari, Kush Varshney कुश वार्ष्णेय, Sanmi Koyejo, Angelina Wang @angelinawang.bsky.social, Seth Lazar 👇

Tomorrow (Dec 12) poster #2503! Come talk with us about our #NeurIPS work on constrained diffusion models!

What are your biggest takes from attending #NeurIPS2024? Where do you think the field is moving/should move?

Yesterday we celebrated the 5th edition of our #NeurIPS fairness workshop #AFME2024! Huge thanks to the incredible co-organizing team Awa Dieng Golnoosh Farnadi @NeurIPS2024 Nando Fioretto Jamelle Watson-Daniels! 🙌

The Privacy Preserving AI workshop is back! And is happening on Monday. I am excited about our program and lineup of invited speakers! I hope to see many of you there: ppai-workshop.github.io

Excited to be awarded the Best Paper Award 🏆 for this work at the Connecting Low-Rank Representations in AI (CoLoRAI) Workshop at AAAI-25! Thanks CoLoRAI! april-tools.github.io/colorai/

Check out our paper on undesired effects in low rank fine tuning for LLMs. It was awarded the best paper award at the colorai workshop at #AAAI2025!

If you are at #ICLR2025 check out our spotlight work! We show how to build neural surrogates to solve constrained optimization problems coupled with system dynamics *in milliseconds*! 🚀 🔗arxiv.org/pdf/2410.01786

If you are at #NAACL2025 check out our oral: 🔥 "Speculative Diffusion Decoding: Accelerating Language generation through diffusion" We use discrete diffusion as a drafting model to speed up #LLM inference---up to 7.2x faster over standard generation 🚀 tiny.cc/xt0i001

📢 New paper: "Disclosure Audits for #LLMAgents". We introduce an auditing framework to stress-test LLMs’ privacy directives and reveal latent multi-turn disclosure vulnerabilities; we also provide quantifiable risk metrics + an open benchmark. 🔗 arxiv.org/abs/2506.10171