Unverified50% confidenceDecision RuleExact time
When choosing a merging method, priority should be given to operators based on loss effect rather than spectral magnitude.
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11/5/2026
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UnverifiedExperimental results show that PORTAL can turn an intervention that "on the whole would lose accuracy" into a beneficial choice on selected batches.75% similarUnverifiedRegret is defined as the difference between the algorithm's actual cumulative loss and the loss of the best fixed strategy in hindsight.73% similarUnverifiedIn practice, if performance degradation caused by merging is encountered, the first direction to investigate should be the configuration combination (merge timing and operator selection), rather than abandoning the use of the merge mechanism.72% similarUnverifiedThe study proposes that the forward prediction loss alone is insufficient to preserve control-relevant discriminative information, whereas action prediction provides an additional inductive bias.72% similarUnverified应优先选择即使判断失误也能低成本回退的可逆决策方案以降低沉没成本71% similar
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