Skip to content

Author

Sujit Gujar

We have 2 of 139 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Aug 2026

Resourced Authority A Mechanism-Design Model for Participatory Governance of Deployed AI Agents

We give a formal mechanism design model for the continuous participatory governance of a deployed AI agent. The mechanism is built on the principle that governance should control an AI agent through resource allocation so as to make authorization self enforcing via compute budgets. The mechanism seeks to establish the Safe AI paradigm that compute is an effective governance lever. We situate our work as a compliance or commons overlay on a deployer. One governance period is an extensive form game in which verified human stakeholders arrive sequentially and contribute, on a provision or a rejection market, in a governance currency that is deliberately distinct from the agents compute. A funding aggregator turns raw contributions into breadth weighted effective supports - a two threshold gate with hysteresis converts net support into a binary authorization that, through a coupling map bounded by an exogenously certified safety ceiling, releases a metered compute budget - realized in hardware as a signed compute license so that the decision is self-enforcing. We characterize the class of agents the mechanism can govern and isolate manipulation of the governing electorate by the governed agent as the central open problem. We also introduce several challenges addressing manipulation of governing electorate by the governed agents.

Praphul Chandra, Sujit Gujar, Ganesh Ghalme · 0 citations
Preprint Aug 2026

Fairness Auditing: Lower Bounds on Company Manipulation

This work forms fairness auditing as a min-max optimization between a computationally unbounded company and a budget-constrained auditor, and demonstrates that increasing audit resources reduces, but does not eliminate, the scope for post-audit manipulation.

Rachit Verma, P. Manisha, Sujit Gujar · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.