technique

latent communication

techniqueactivelatent-communication-d7f26d1e·1 events·first seen 26d ago

Aliases: latent communication

Co-occurring entities

KV Cache representation-level sensitive information leakage LCGuard multi-agent systems adversarial training

More like this (12)

latent diffusion latent reasoning latent chain-of-thought latent diffusion model emergent communication Latent Space latent dynamical systems negative transfer Latent Context Language Models LatentMoE Latent Space AINews Latent World Recovery

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6arXiv · cs.AI·26d ago·source ↗

LCGuard: Adversarial Training Framework for Safe KV Cache Sharing in Multi-Agent LLM Systems

LCGuard introduces a framework for preventing sensitive information leakage when multi-agent LLM systems share KV caches as a latent communication channel. The approach formalizes leakage operationally via reconstruction: a shared cache artifact is deemed unsafe if an adversarial decoder can recover sensitive inputs from it. An adversarial training loop pits a reconstructor against LCGuard's representation-level transformations, which aim to preserve task-relevant semantics while suppressing recoverable sensitive content. Empirical results across multiple model families and multi-agent benchmarks show reduced reconstruction-based leakage and attack success rates with competitive task performance.

Inference Economics AI Safety Research KV Cache representation-level sensitive information leakage LCGuard +4 more