Evolving Contextual Safety in MLLMs via Inference-Time Self-Reflective Memory

EchoSafe is a training-free framework that maintains a self-reflective memory bank to accumulate and retrieve safety insights from prior interactions, enabling contextual safety in Multi-Modal Large Language Models.