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Tim Dettmers, Pasquale Minervini, Pontus Stenetorp, Sebastian Riedel · 2018

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cs.AI 1

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2026 1

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UNVERDICTED 1

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GraphMind: From Operational Traces to Self-Evolving Workflow Automation

cs.AI · 2026-05-17 · unverdicted · novelty 5.0

GraphMind builds and evolves action-centric workflow graphs from operational traces using offline extraction, online multi-agent traversal with LLMs, and Adaptive Traversal Reinforcement to improve automation in cloud database incident handling.

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  • GraphMind: From Operational Traces to Self-Evolving Workflow Automation cs.AI · 2026-05-17 · unverdicted · none · ref 8

    GraphMind builds and evolves action-centric workflow graphs from operational traces using offline extraction, online multi-agent traversal with LLMs, and Adaptive Traversal Reinforcement to improve automation in cloud database incident handling.