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Jul 2026

Black-Mamba: Biologically-Inspired Leaky Accumulation for Conceptual Knowledge under Distribution Drift

Black-Mamba is introduced, a test-time adaptive forecasting architecture that formulates online adaptation as evidence-gated state tracking under distribution drift, suggesting that accumulated surprisal provides a principled signal for distinguishing persistent drift from transient noise, yielding more efficient and r...

Giuseppe Soriano, Nicola Tonellotto, A. Gotta · 0 citations

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