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New theory proposes thermodynamic measure for intelligence

A new paper proposes a thermodynamic measure for quantifying intelligence, defining it as a system's ability to lawfully amplify rare but valid future outcomes. The research suggests that intelligent systems must model the world and their own actions within it, leading to recursive self-simulation. This recursive modeling is presented as both necessary and nearly sufficient for achieving high thermodynamic intelligence, offering a universal scale to measure intelligence from passive matter to large language models and humans. AI

IMPACT Proposes a new theoretical framework for measuring intelligence, potentially impacting how AI capabilities are evaluated.

RANK_REASON Academic paper proposing a new theoretical framework for measuring intelligence. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

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New theory proposes thermodynamic measure for intelligence

COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Ishanu Chattopadhyay ·

    Thermodynamic Measure of Intelligence

    Can intelligence be measured? We propose that intelligence can be defined as the lawful amplification of rare but valid futures: a system increases the probability of outcomes that would be unlikely under passive dynamics but remain admissible under the constraints of the domain.…