Abstract: Despite the growing interest in Mamba architecture as a potential replacement for Transformer architecture, parameter-efficient fine-tuning (PEFT) approaches for Mamba remain largely ...

Abstract: Achieving leaderless asymptotic synchronization for uncertain multi-agent systems while guaranteeing prescribed transient performance remains a significant challenge for traditional methods.

The discussion explains why technology decisions affect audit quality and cannot remain operational choices. It concludes that a fiduciary, partner-level CTO role is now structurally ...