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Author

Ly-Huynh Phan

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Conference Aug 2026

TRACE: Temporal Reconstruction with Aligned Context Explanations for anomaly detection in building energy systems

Anomaly detection in building management systems (BMS) presents two challenges: context-agnostic thresholding, in which a single global threshold cannot simultaneously accommodate high-load weekday peaks and low-load weekend periods, and unfaithful temporal attribution, in which explanation maps are decoupled from the...

Chi Minh Hieu Nguyen, Ly-Huynh Phan · 0 citations
Conference Jul 2026

PathRAG: A Graph-Based Reasoning Approach for Enhancing Retrieval in Software User Manuals

In modern software systems, large-scale technical manuals and complex user workflows impose a significant cognitive barrier for end-users, particularly children and the elderly. While integrated automated assistants have emerged as a promising service paradigm to abstract these system complexities, traditional Retrieva...

Ly-Huynh Phan, Dinh-Dat Nguyen, Huy-Vu Luu · 0 citations
Open access 2026

Persistent Goal-Tracking and Instruction-Driven Reasoning in Sequential Conversation QA

GSC-QA (Goal-based Sequential Conversation QA), a framework that integrates three complementary components into a unified enterprise dialogue architecture that combines retrieval, instruction enforcement, and goal persistence in a single coordinated loop built on LangGraph, is introduced.

Quoc-Dung Ngo, Quang-Dung Dang, Ly-Huynh Phan · 0 citations

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