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latent communication

topic2 events
papersSEP 12 04:00 UTC

Study examines reuse and negative transfer in latent communication between model cells

A new arXiv paper looks at how groups of language models that share a common base communicate through compact latent packets rather than plain text. The authors find that limiting what each cell can see encourages reusable, value-indexed interfaces, while a single globally visible model instead developed a code entangled with specific episodes. The work highlights both the transfer benefits and the negative transfer risks when latent messages are reused across different settings.

papersSEP 10 04:00 UTC

LatentDx: Multi-Agent Communication Framework for Cross-Hospital Rare-Disease Diagnosis

A new arXiv paper introduces LatentDx, a multi-agent approach designed to help hospitals collaborate on diagnosing rare diseases. The paper notes that more than 300 million people live with over 7,000 rare conditions, and no individual hospital sees enough cases of any one condition to develop reliable diagnostic expertise. The framework addresses this by allowing the diagnosing institution to exchange information with other hospitals through latent communication between agents.