Author

Shiyao Guo

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Preprint Aug 2026

Unlearning Is Not Just Erasing: Temporal Decoupling via Generation Inequality

ADU is presented, a fine-grained, training-based framework that shifts unlearning from token erasure to contextual attention-pathway decoupling, and achieves the strongest aggregate performance among evaluated baselines on the TOFU and WMDP benchmarks.

Xun-Lei Chen, Qirui Ye, Yuang Li et al. · 0 citations