Nando Fioretto (@nandofioretto) 's Twitter Profile
Nando Fioretto

@nandofioretto

Assistant Professor of Computer Science at @UVA. I work on machine learning, optimization, and Responsible AI (differential privacy & fairness).

ID: 2852215580

linkhttps://www.nandofioretto.com calendar_today11-10-2014 17:16:02

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Nando Fioretto (@nandofioretto) 's Twitter Profile Photo

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/?…

Saswat Das (@watisdas) 's Twitter Profile Photo

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/…

Nando Fioretto (@nandofioretto) 's Twitter Profile Photo

🆘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…

ICLR 2025 (@iclr_conf) 's Twitter Profile Photo

✍️ 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!

Nando Fioretto (@nandofioretto) 's Twitter Profile Photo

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 :)

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 :)
Nando Fioretto (@nandofioretto) 's Twitter Profile Photo

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!

AFME 2024 @ NeurIPS (@afciworkshop) 's Twitter Profile Photo

🎊 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 👇

Nando Fioretto (@nandofioretto) 's Twitter Profile Photo

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

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
Saswat Das (@watisdas) 's Twitter Profile Photo

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/

Nando Fioretto (@nandofioretto) 's Twitter Profile Photo

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!

Nando Fioretto (@nandofioretto) 's Twitter Profile Photo

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 #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
Nando Fioretto (@nandofioretto) 's Twitter Profile Photo

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

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
Nando Fioretto (@nandofioretto) 's Twitter Profile Photo

📢 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

📢 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