LLM agent societies develop power-law coordination cascades and intellectual elites through an integration bottleneck that grows with system size.
Emergence of scaling in random networks.science, 286(5439):509–512
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mQO combines differentiable QUBO optimization with mutation-based resets and local search to outperform heuristics and solvers on large-scale combinatorial problems by addressing stalling in local maxima.
citing papers explorer
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Do Agent Societies Develop Intellectual Elites? The Hidden Power Laws of Collective Cognition in LLM Multi-Agent Systems
LLM agent societies develop power-law coordination cascades and intellectual elites through an integration bottleneck that grows with system size.
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Mutation-Guided Differentiable Quadratic Combinatorial Optimization
mQO combines differentiable QUBO optimization with mutation-based resets and local search to outperform heuristics and solvers on large-scale combinatorial problems by addressing stalling in local maxima.