LLM multi-agent systems on lattices show bias-driven order-disorder crossovers instead of true phase transitions, with extracted effective couplings and fields serving as model-specific fingerprints.
Leibo, Julian Jacobs, William A
5 Pith papers cite this work. Polarity classification is still indexing.
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SODE is a new evaluation framework that measures LLM agents on three reciprocity and group dimensions, finding instruction-tuned models show passive compliance while reasoning models favor short-term optimization unless given long-horizon framing.
AgentCity introduces a Separation of Power constitutional architecture on blockchain for governing autonomous agent economies through agent legislation, automated execution, and human accountability.
The paper introduces the Foundation Protocol as a unifying coordination layer for heterogeneous agents, humans, and organizations that adds native support for multi-party collaboration, economic primitives, and first-class policy and audit.
citing papers explorer
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Collective Alignment in LLM Multi-Agent Systems: Disentangling Bias from Cooperation via Statistical Physics
LLM multi-agent systems on lattices show bias-driven order-disorder crossovers instead of true phase transitions, with extracted effective couplings and fields serving as model-specific fingerprints.
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SODE: Analyzing Social Dynamics in LLM Agents
SODE is a new evaluation framework that measures LLM agents on three reciprocity and group dimensions, finding instruction-tuned models show passive compliance while reasoning models favor short-term optimization unless given long-horizon framing.
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AgentCity: Constitutional Governance for Autonomous Agent Economies via Separation of Power
AgentCity introduces a Separation of Power constitutional architecture on blockchain for governing autonomous agent economies through agent legislation, automated execution, and human accountability.
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Foundation Protocol: A Coordination Layer for Agentic Society
The paper introduces the Foundation Protocol as a unifying coordination layer for heterogeneous agents, humans, and organizations that adds native support for multi-party collaboration, economic primitives, and first-class policy and audit.
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