Latent communication papers: KV-cache integrity vs malicious agents and state-delta hybrid channels

burny_tech · x · 2026-10-04

Batch 6 of a curated latent-communication reading list covers failure modes: When Latent Agents Lie (2026) is the first paper on KV-cache integrity when malicious agents share a high-bandwidth latent channel, benchmarking full-state transport, latent fusion/filtering and Byzantine-style aggregation against text. State Delta Trajectory (Tang et al, 2025) transmits hidden-state change trajectories alongside text, keeping a human-readable channel. Key insight: text has observability for free; latent channels don't.

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