Jitter trade-off in sequence models: too large dilutes peak signal

anshulkundaje · x · 2026-10-31

Researchers debate the jitter trade-off in genomic sequence models: excessive jitter mixes counts from strong and weak regions, diluting the model's ability to predict high values while reducing negative sequences seen. Kundaje notes early short-context models centered on peak summits learned positional biases of motifs in the central 200bp without sufficient jitter.

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