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DisCo Algebra paper explores probability decomposition limits

By PulseAugur Editorial · [1 sources] ·

A new paper introduces DisCo algebra, a compositional framework for joint probability that utilizes block-wise joint cumulative distribution functions (CDFs) for data compression and reconstruction. The framework demonstrates that while combination followed by disintegration is an identity operation on admissible inputs, the reverse process defines a renormalization operator. The information loss associated with this operator is quantified by probability curvature, which measures the difficulty in achieving lossless decomposition and highlights limitations in capturing cross-block dependencies using CDF-based scalar summaries. AI

IMPACT Introduces a novel mathematical framework for probability that could influence future AI research in areas requiring complex probabilistic modeling.

RANK_REASON Academic paper on a novel mathematical framework for probability. [lever_c_demoted from research: ic=1 ai=0.7]

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

DisCo Algebra paper explores probability decomposition limits

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Academic paper on a novel mathematical framework for probability. [lever_c_demoted from research: ic=1 ai=0.7]
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COVERAGE [1]

  1. arXiv cs.LG TIER_1 English(EN) · Xuexing Lu ·

    DisCo Algebra: Why Disintegration and Combination Are Not Inverses

    arXiv:2610.15006v2 Announce Type: replace-cross Abstract: We present DisCo algebra---a compositional framework for joint probability built from a symmetric cooperad (disintegration) and a non-unital partial symmetric operad (combination restricted to the image of disintegration) …

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