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LLMs can now achieve better memory coherence and response fidelity thanks to MemFly's information bottleneck approach to on-the-fly memory optimization.
MLLMs can be made significantly safer in multi-turn dialogues with a new framework that combines cold-start refusal and turn-aware policy optimization, achieving a 10% drop in attack success rate.