Unverified50% confidenceTradeoffExact time

DiCE生成反事实解释计算开销较大，对全量样本生成反事实在大规模生产数据上可能成为性能瓶颈

1

Sources

50%

Confidence

Long-term

Relevance

8/23/2026

First Seen

Sources

CounterDistill: An XAI Engineering Approach to Distilling Counterfactual Explanations into Global Rules

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Unverified反事实聚类通过对反事实解释的变化向量（原始样本到反事实样本的差值向量）进行聚类，发现反复出现的改变模式70% similar UnverifiedIncreasing the number of inference passes incurs higher computational costs but in exchange lowers the complexity of each individual task—this is the trade-off of the grouped extraction strategy.68% similar

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