BANDMAS selectively transmits semantic packets between LLM agents based on offline replay-derived value, cutting bytes 53-77% while preserving or improving task utility.
SafeSieve: From heuristics to experience in progressive pruning for LLM-based multi-agent communication,
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BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration
BANDMAS selectively transmits semantic packets between LLM agents based on offline replay-derived value, cutting bytes 53-77% while preserving or improving task utility.