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The proposed distribution direction-assisted two-stage knowledge transfer (DTSKT) algorithm outperforms existing state-of-the-art algorithms in evolutionary many-task optimization, particularly in low-similarity task scenarios. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

Distribution Direction-Assisted Two-Stage Knowledge Transfer for Many-Task Optimization

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