Formalizes support-exclusion in constrained pricing and introduces target-aware controller with certified bands and regret-information accounting that identifies when polynomial target mass succeeds but 1/t branches fail without extra movement.
Delegation in multi-agent systems: When and how can delegating to networked agents beat the single best agent?
3 Pith papers cite this work. Polarity classification is still indexing.
years
2026 3verdicts
UNVERDICTED 3representative citing papers
Coordination treated as a separable architectural layer in LLM multi-agent systems yields distinguishable Murphy-decomposed performance signatures on prediction-market tasks, with some configurations dominating a cost-quality Pareto frontier.
Empirical head-to-head comparison of biologically-grounded AI agent implementations against naive alternatives and ablated controls in three benchmarks across 10 million data points.
citing papers explorer
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Resource-Constrained Adaptive Inference for Sequential Pricing
Formalizes support-exclusion in constrained pricing and introduces target-aware controller with certified bands and regret-information accounting that identifies when polynomial target mass succeeds but 1/t branches fail without extra movement.