7h ago

BAGEN Enables LLM Agents To Estimate Budget With Uncertainty Intervals

——0——
Original post
OPZihan "Zenus" Wang#1381Zihan "Zenus" Wang@WZENUS

🏠 Project Page: http://ragen-ai.github.io/bagen 📄 Paper: http://ragen-ai.github.io/bagen/bagen.pdf 💻 Code: http://github.com/mll-lab-nu/BAGEN 📊 Data: http://huggingface.co/datasets/MLL-Lab/BAGEN

9:27 AM · May 29, 2026 View on X
REPLYZihan "Zenus" Wang#1381Zihan "Zenus" Wang@WZENUS

First of all, what is budget awareness? A budget-aware agent (BAGEN) doesn't just "spend less", but estimates remaining budget mid-task with uncertainty.

We formalize this with progressive interval estimation: 📌 can agents estimate budget mid-task? 📌 can agent show uncertainty with intervals [lo, hi]?

Zihan "Zenus" WangZihan "Zenus" Wang@wzenus

🏠 Project Page: http://ragen-ai.github.io/bagen 📄 Paper: http://ragen-ai.github.io/bagen/bagen.pdf 💻 Code: http://github.com/mll-lab-nu/BAGEN 📊 Data: http://huggingface.co/datasets/MLL-Lab/BAGEN

4:27 PM · May 29, 2026 · 1.5K Views
4:27 PM · May 29, 2026 · 453 Views