Andrea Cossu

Z-PEFT reveals that traditional backdoor detection methods fail in zero-shot scenarios, highlighting the need for robust, adaptable solutions in model safety.

Forget juggling CL and SML separately—Streaming Continual Learning (SCL) offers a single framework for rapid adaptation *and* knowledge retention in dynamic environments.

Forget incremental learning vs. streaming learning—a unified Streaming Continual Learning (SCL) framework promises faster adaptation without catastrophic forgetting in dynamic environments.