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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Qian-Jian Guo

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Open access 2026

Temporal-Prior Monte Carlo Inverse Estimation and Attribution-Guided Adaptive Reweighting for Sequential Elimination Ranking Systems

: Sequential elimination ranking systems decide outcomes by combining expert scores with crowd votes, yet the crowd-vote signal is rarely recorded and must be estimated from observed eliminations. This paper presents a Monte Carlo inverse framework that recovers the latent signal under temporal-smoothing priors and his...

Qian-Jian Guo, Zi-Qi Zhao, Si-Qi Zhang · 0 citations

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