In non-modular polymatroidal service markets, revenue-optimal DSIC mechanisms cannot also be credible for strategic operators, with tight welfare-loss bounds on the Cost of Non-Credibility across network topologies.
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A protocol-coded audit of 77 LLM trading agent studies shows that only 2 of 19 primary empirical papers report time-consistent data splits and none reach high reproducibility standards.
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Credibility Trilemma in Polymatroidal Service Markets
In non-modular polymatroidal service markets, revenue-optimal DSIC mechanisms cannot also be credible for strategic operators, with tight welfare-loss bounds on the Cost of Non-Credibility across network topologies.
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Agentic Trading: When LLM Agents Meet Financial Markets
A protocol-coded audit of 77 LLM trading agent studies shows that only 2 of 19 primary empirical papers report time-consistent data splits and none reach high reproducibility standards.
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