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Agent memory can be compressed by 50% with virtually zero performance degradation (retaining up to 99.7% accuracy) and a 2x retrieval speedup by structuring historical context into event-centric maximum spanning trees.
Teacher guidance can be strategically enhanced by targeting high-disagreement states, leading to significant performance gains in agentic tasks.
ScopeEdit revolutionizes online multimodal editing by ensuring that edits are both reliable and contextually appropriate, minimizing unwanted semantic leakage.
BabelTele achieves 99.5% semantic fidelity while reducing text volume to just 27.9%, challenging the necessity of human-readable language for LLMs.
