Architecture-driven Shift: towards a lightweight selector for capturing the trends of logit shift

In three linesNew Architecture-driven Shift (ADS) metric for efficient pre-trained model selection in continual learning. ADS decouples logit shift into architecture and data dependencies, showing their combination captures logit shift tendency with minimal samples. Validated across 175+ architectures with Spearman correlation ≥0.731.

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