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Author

Shijing Hu

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Open access Sep 2026

FinDS-Agent: A Cloud–Edge Collaborative Data Science Agent for Financial Analytics

Large language model agents can automate data science workflows, but cloud-centric deployment exposes sensitive context and edge-only deployment limits analytical capability. We present FinDS-Agent, a cloud–edge framework that keeps raw records and program execution at the trusted edge while providing a policy-screened...

Xiao-Zheng Du, Rui-Jun Deng, Cheng Wang et al. · 0 citations
Aug 2026

ATLAS: Adaptive Text-to-SQL with Lifecycle-Aware Self-Maintaining Context

Deploying Text-to-SQL in production is hampered by context-window limits on large schemas, metadata that goes stale as schemas evolve, and infrastructure sprawl from external vector stores. We demonstrate ATLAS , which addresses all three by co-locating schema metadata, semantic annotations, and vector embeddings e...

Qing Zhang, Shijing Hu, Zhihui Lu · 0 citations
Jul 2026

HunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better

HuyuanOCR-1.5 ranks among the top-tier end-to-end OCR solutions on OmniDocBench v1.6 while achieving new performance milestones across these long-tail tasks, and proposes Agentic Data Flow, an agent-driven data construction system that transforms model weaknesses into executable data requirements and autonomously perfo...

Gengluo Li, Xingyu Wan, Shangpin Peng et al. · 7 citations · ⚡1

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