FineACL
This project studies the data protection challenges when models and agents interact with sensitive data across multiple users. Large language models (LLMs) are increasingly deployed in enterprise settings where thLarge language models (LLMs) are increasingly…
Meta Flow Maps
Controlling generative models—whether via inference-time steering or fine-tuning—is expensive. Control relies on estimating the value function—typically necessitating costly trajectory simulations. To eliminate this bottleneck, we introduce Meta Flow Maps (MFMs), stochastic extensions of consistency models…
Agentic Media
Communication-centered computing Communication shapes how societies create, share, and preserve knowledge. Yet today’s digital tools remain organized around static formats that enforce rigid separations between creation and consumption, author and reader, expression and interpretation. These…