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News/HomeFlow: A Data Flywheel for Smart Home Agent Training with Verifiable Simulation
arxiv
PublishedJune 2, 2026 at 4:00 AM
▲bullish

HomeFlow: A Data Flywheel for Smart Home Agent Training with Verifiable Simulation

Source
arxiv.orgfull article ↗
Read on arxiv→
Publisher summary· verbatim

arXiv:2606.01230v1 Announce Type: new Abstract: Large language model agents are moving beyond text-only interaction toward physical-world control, with smart homes as a representative domain. Real domestic interaction requires understanding ambiguous intents, operating in dynamic environments, and p

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Discussion
Mentioned models
03
  • 01
    HomeFlow-RL-4B
  • 02
    HomeFlow-RL-8B
  • 03
    GPT-5.5
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#smart-home#language-models#benchmark#reinforcement-learning

No replies yet. Be first.

Mentioned models
03
  • 01
    HomeFlow-RL-4B
  • 02
    HomeFlow-RL-8B
  • 03
    GPT-5.5
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#smart-home#language-models#benchmark#reinforcement-learning

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arxivVeriEvolve: Evaluator-First Evolution for Tool-Using Agents1darxivTNODEV: Toolbox for Neural ODE Verification1d
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