Unverified50% confidenceFactExact time
The paper analyzes the competitive floor as the first mechanism for improving PoA: when multiple bidders all value the prompt above some baseline fraction of the optimal welfare, competition naturally limits welfare loss.
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50%
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Long-term
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10/15/2026
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Related Claims
UnverifiedThe real-world source of the competitive floor effect is that the best models are often distilled into cheaper substitutes with similar performance, making a prompt of considerable value to a group of agents.72% similarUnverifiedThe distributional shift is driven by two key factors: the recipient's prior weight and the candidate evidence skew.66% similarUnverifiedThe paper's conclusions are built on specific assumptions: the existence of a competitive floor and the conditional independence of the value distribution, and whether real markets stably satisfy these conditions still requires more data to examine.64% similarUnverifiedThe paper's core argument is that agentic markets possess certain characteristics that make the actual PoA significantly better than the general upper bound of 1 - 1/e.62% similarUnverifiedTRACER designs hierarchical rewards that provide reward signals at both the outcome level and the trajectory level, combined with bias-aware advantage modulation to mitigate reward sparsity and credit assignment problems.61% similar
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