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#utility-theory News & Analysis

2 articles tagged with #utility-theory. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv โ€“ CS AI ยท Mar 96/10
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MERIT Feedback Elicits Better Bargaining in LLM Negotiators

Researchers introduce AgoraBench, a new framework for improving Large Language Models' bargaining and negotiation capabilities through utility-based feedback mechanisms. The study reveals that current LLMs struggle with strategic depth in negotiations and proposes human-aligned metrics and training methods to enhance their performance.

AIBearisharXiv โ€“ CS AI ยท Mar 37/107
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Artificial Superintelligence May be Useless: Equilibria in the Economy of Multiple AI Agents

A new research paper analyzes economic equilibria between AI and human agents in trading scenarios, finding that unless agents can at least double their marginal utility from purchases, no trading will occur. The study reveals that more powerful AI agents may contribute zero utility to less capable agents in certain equilibria.