#computational-economics News & Analysis

3 articles tagged with #computational-economics. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AINeutralarXiv – CS AI · Jun 236/10

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Decomposing Financial Market Dynamics via Mechanism Analysis in an Evolutionary Multi-Agent Simulation

Researchers decompose financial market dynamics by testing four pluggable mechanisms in an evolutionary agent-based model with 120 heterogeneous agents, finding that selection operators control diversity, price microstructure drives realism, and behavioral bias amplifies fragility—but these levers operate largely independently, offering a framework for understanding which market design choices produce which emergent properties.

AINeutralarXiv – CS AI · Jun 26/10

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A Framework for Graph-Conditioned Hierarchical Shapley Attribution in Patent Valuation

Researchers introduce PatentXAI, a framework using Shapley values and graph-conditioned Markov Blankets to fairly allocate patent valuations within complex products containing thousands of patents. The method scales computationally by restricting coalition analysis to relevant patent subsets, achieving sub-100 millisecond processing times while maintaining accuracy within 6.2% of Monte Carlo benchmarks.

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AINeutralarXiv – CS AI · May 16/10

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Belief-Guided Inference Control for Large Language Model Services via Verifiable Observations

Researchers propose VEROIC, a framework for optimizing inference costs in black-box LLM services by dynamically deciding when to allocate additional computation. The system uses partially observable reliability signals to balance response quality against computational expenses, achieving better cost-efficiency trade-offs than existing approaches.