MC Mohamad Chehade
Publications
2026 NeurIPS

Test-Time Risk Adaptation with Mixture of Agents

M. Chehade, A. S. Bedi, S. Chakraborty, A. Zhang, H. Zhu

Advances in Neural Information Processing Systems (NeurIPS), 2026

A test-time risk-adaptation method that composes source agents according to deployment-time risk specifications.

arXiv
TRAM paper preview showing test-time source-agent selection under risk specifications
Preview cropped from the paper PDF.

Contribution

What this paper adds

  • Separates source training from deployment-time risk selection.
  • Uses mixture-of-agents behavior to adapt policies locally.
  • Studies transfer when risk preferences change after training.