🔥The 9th Round of Easy Loan, Earn $40 Reward is in progress❗️ ⏰ Promotion Period: January 15th - Feburary 15th, 2025 👉 Register now and check more details at gate.io/campaigns/358

📢 My team at Meta is hiring PhD research interns! We study core machine learning, optimization, amortization, flows, and control for modeling and interacting with complex systems (...and we use basic physics... 🙃) Please apply here and message me: metacareers.com/jobs/532549086… 🧵

🤔Tokenization (1) makes your LLMs produce odd text when prompts are cut off mid-token? (2) gives you problems when ensembling different LLMs? 💡We solve both by converting tokenized LLMs into equivalent byte-level LLMs! No training required! 📎Paper: arxiv.org/abs/2410.09303

Researchers at CDS and AI at Meta prove vulnerabilities in AI language models are unavoidable, but introduce E-RLHF, a method to reduce jailbreaking.  CDS’ Jingtong Su, Julia Kempe, and Dr. Karen Ullrich push AI safety forward.  Full details: nyudatascience.medium.com/ai-language-mo…

Folks, I am posting my NeurIPS schedule daily in hopes to see folks, thanks Thomas Kipf the idea ;) 11-12.30 WiML round tables 1.30-4 Beyond Decoding, Tutorial

Starting with Fei-Fei Li’s talk 2.30, after that I will mostly be meeting people and wonder the poster sessions.

For those into jailbreaking LLMs: our poster "Mission Impossible" today shows the fundamental limits of LLM alignment - and improved ways to go about it, nonetheless. With Dr. Karen Ullrich & Jingtong Su #2302 11am - 2pm Poster Session 3 East NYU Center for Data Science AI at Meta #NeurIPS2024

Thursday is busy: 9-11am I will be at the Meta AI Booth 12.30-2pm Mission Impossible: A Statistical Perspective on Jailbreaking LLMs (neurips.cc/virtual/2024/p…) OR End-To-End Causal Effect Estimation from Unstructured Natural Language Data (neurips.cc/virtual/2024/p…)

Excited to release EvalGIM, an easy-to-use evaluation library for generative image models. EvalGIM ("EvalGym") unifies metrics, datasets, & visualizations, is customizable & extensible to new benchmarks, & provides actionable insights. Check it out! github.com/facebookresear…

📢 My team at Meta is hiring visiting PhD students from CMU, UW, Berkeley, and NYU! We study core ML, optimization, amortization, transport, flows, and control for modeling and interacting with complex systems. Please apply here and message me: metacareers.com/jobs/395022364…

Our work got accepted to #ICLR2025 ICLR 2026! Learn more about tokenization bias and how to convert your tokenized LLM to byte-level LLM without training! See you in Singapore! Check out the code here: github.com/facebookresear…