Akanksha Singh

A two-stage patch-selective framework that first estimates patch-level domain sensitivity and then selectively attenuates patches whose contribution to forget-domain prediction is stronger than their semantic utility is proposed, demonstrating improved forgetting-retention tradeoffs compared to prior methods.

Capability persistence in SLU systems can be effectively mitigated, allowing for safer deployment in sensitive environments without sacrificing performance.