SoftwareGym: Scaling Computer-Use Agent Training with Diverse Synthesized Software Environments
3.80T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.12611.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummarySoftwareGym is an automated pipeline that synthesizes 182 diverse GUI applications across twelve categories, with runtime-verified functionality via GUI evaluation and iterative repair. The authors build SoftwareGym-Bench (120 tasks) and use collected trajectories to train a computer-use agent, improving Pass@3 from 41.39% to 56.97% on the out-of-domain OSWorld benchmark.
Why it mattersConcrete framework and benchmark for scaling computer-use agent training through synthesized environments, with reported transfer gains on OSWorld.
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