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...