AINeutralarXiv – CS AI · 14h ago6/10
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Do Proactive Agents Really Need an LLM to Decide When to Wake and What to Anchor?
Researchers propose replacing LLM-based triggers in proactive agent systems with a lightweight temporal graph learning (TGL) model that processes structured event streams directly. The approach achieves 16.7% mean F1 improvement while running 4-7x faster on GPUs and 12-83x faster on consumer hardware, with a 220 MiB footprint suitable for on-device deployment.