Unverified50% confidenceFactExact time
The theoretical guarantees of ORUCB permit singular answer distributions, tolerate misspecified shared response models, and its optimality is relative to the class of bounded responses.
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10/7/2026
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UnverifiedThe algorithm proposed in the study is named ORUCB, and its core idea is to pool shared responses with expert-specific responses through polynomial modeling.79% similarUnverifiedUnder assumptions including bounded residuals and divergence, a fixed feasible model with optimal responses, free-query risk, and a linear model of optimal query risk, ORUCB can achieve a high-probability pseudo-regret bound of O(√T·log(T+1)) over T rounds.73% similarUnverified分享者认为多模型汇总得到的答案通常优于单一模型的回答67% similarUnverifiedThe model ensemble effect of integrating answers from multiple models can smooth out the systematic bias of a single model.65% similarUnverifiedWrites to shared state often need to be paired with optimistic locking or versioning mechanisms to ensure that the state read by agents is causally consistent.64% similar
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