The authors first examined where retrieved interaction histories help personal GUI agents.
Selective experience activation improves personalized GUI agents across task steps
ExpActivator matches the current screen, time and scenario to specific past experiences instead of placing entire relevant histories in the agent’s context.
Chinese Tech
Fuyao Zhang · Xuan Wang · Zherui Li · Jiaming Zhang · Longtao Huang · Wei Yang Bryan Lim
NTU · Alibaba
Research Digest··2 min read
The authors show that task-level history retrieval mainly helps a GUI agent’s first decision, with little sustained benefit across the remaining 90% of an episode.
Why this paper
From Alibaba and NTU
In one line
Relevant history helps personal GUI agents mostly at the first decision; experience must be activated by matching the current screen, not just retrieved by task.
What we could check
- ·No code link found
- ·No weights link found
- ·No dataset link found
- ·No compute details found
- ·No stated limitations found
- ·No benchmark numbers found
Observed from the paper text and links we have. Absence here means we did not find it, not that it does not exist.
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