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SCA: Spatial Credit Assignment for Reinforcement Learning of GUI Agents

GUI agents automate tasks on digital devices by grounding language instructions in visual interfaces. Existing group-relative reinforcement learning improves GUI action prediction by comparing the rewards of multiple responses sampled from the same GUI state. However, binary evaluation treats spatially different failed clicks as identical and provides no relative signal when all sampled clicks…

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H2O ai establishes artificial intelligence development lab in Singapore

Enterprise software company H2O ai established an operational research laboratory in Singapore to build localized artificial intelligence infrastructure and sovereign software models

  • H2O.ai establishes AI lab in Singapore to advance Sovereign AI.
  • Lab focuses on local issues like financial crime and elderly care.
  • Founder Ambati's mother's cancer battle motivates AI accessibility.

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