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Author

Mark Crowley

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The Forager’s Dilemma: Peer Enforcement Alone Is Not Enough for Stable Multi-Agent Alignment

AI alignment methods typically rely on one of two strategies, either optimizing a scalar reward proxy learned from human feedback or situating agents in social environments where peer critique provides a dynamic correction signal. We argue that both strategies, taken in isolation, are structurally unstable. Static scal...

Majid Ghasemi, Prabhjyot Singh, Mark Crowley · 0 citations

AI Alignment Without Representation: From Scalar Rewards to Social Deliberation

Despite the widespread adoption of Reinforcement Learning from Human Feedback, state-of-the-art AI systems remain prone to two persistent failures. The first is hallucination, or the production of fluent but false content. The second is moral drift, or the convergence toward exploitative or harmful equilibria under sus...

Majid Ghasemi, Mark Crowley · 0 citations

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