Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2608.04416.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Paper proposing EOPA, a method for proactive AI assistants to decide when to initiate interactions versus remain silent. It uses temporal anchors and activity prototypes as evidence carriers, adapting from online feedback without LLM retraining. Reported gains: +19.8 F1 over baseline, adaptation time cut from 11.41s to 0.39s.

Concrete method and measured results for the interaction-timing problem in proactive assistants, useful for anyone building agent-driven workflows that need to decide when to speak up.

Cited by

No citations on record.