Alice 85jj Jun 2026

Given the backbone output , we compute a channel‑wise importance score a using a lightweight gating network g :

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Alice 85JJ ran her gloved fingers over the fractured conduit. The readout flashed: 85JJ_ERR. She smiled. “Error means it’s still trying. That’s more than most.” Given the backbone output , we compute a

[ a = \sigma\big(g(\textGlobalAvgPool(F),, z_c)\big) \in [0,1]^C , ] Alice 85JJ ran her gloved fingers over the fractured conduit

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where is the parameter change for weight p in the current update, and Θ denotes the union of parameters in B , S‑Junction , and C‑Junction . Intuitively, parameters with high past importance receive a stronger penalty for deviation, thus preserving previously learned knowledge without requiring explicit replay.