Unverified50% confidenceOpinionExact time
These gains were achieved without explicitly preserving entropy, directly challenging the common assumption that entropy must be maintained to avoid premature convergence.
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11/5/2026
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UnverifiedPrior research attempted to use policy entropy as both a diagnostic tool and a control signal, but experiments found that merely increasing entropy cannot reliably change the eventual plateau.78% similarUnverified跨分词器蒸馏前应先测量熵保留率或概率质量对齐度以避免在错误目标上浪费算力78% similarUnverifiedExisting cache-based TTA methods mostly rely on entropy to decide whether a sample enters the cache, but entropy cannot reliably reflect sample quality when representations undergo drift.77% similarUnverified若自动温度调节的目标熵设置不当,α可能被优化到过小的值导致探索动机消失,策略坍缩到确定性输出76% similarUnverifiedIncreasing the entropy coefficient after curriculum learning reaches its upper limit is a "exploit first, then explore" strategy: low entropy in the early stage quickly masters the basic gait, while high entropy in the later stage helps the policy find more robust solutions within the disturbance range it has adapted to.75% similar
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