Author

Chuang Zhou

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#artificial intelligence Preprint Sep 2026

Towards Reliable AI Data Scientists: Data Agents with Workflow Harnesses

This paper examines Data Agents from a harness-centric perspective, introducing a taxonomy of Data Agents and associated data environments, and identifying four open reliability problems: inactive semantic calibration, missing clarification, missing experience transfer, and the missing verification-repair repository.

Hua-Chi Zhou, Yu-Jing Zhang, Jia-He Du et al. · 0 citations

Conference Open access 2026

Query-Aware Knowledge Retrieval via Hyperbolic Structuring

HyperRAG is introduced, a novel framework in the Hyper-bolic space that captures both explicit entity-based links and implicit query-aware connections and consistently outperforms existing baselines.

Chuang Zhou, Junnan Dong, Yilin Xiao et al. · Annual Meeting of the Associ... · 0 citations