← All selected publications
EMNLP 2026OralCoauthor

ATC: Agent Trajectory Control for Role-Contract Enforcement in Black-Box Multi-Agent Systems

Maisha Maliha, Vishal Pramanik, Sumit Kumar Jha

Enforcing agent role contracts through output scoring and constrained regeneration when model internals are inaccessible.

Research overview for atc
Research overview · ATC: Agent Trajectory Control for Role-Contract Enforcement in Black-Box Multi-Agent Systems

The research question

How can role contracts be enforced when model internals are unavailable?

Research summary

ATC studies agent trajectory control in black-box multi-agent systems. It uses output scoring and constrained regeneration to enforce role contracts, connecting accessible outputs with control over agent behavior.

Read the complete paper ↗