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Wenrui Liang

2 accepted papers

2026

Backjump-on-Graph: Empowering LLMs with Reinforced Retrospective Exploration for Agentic KG Reasoning

ICML 2026poster

Grounding Large Language Models (LLMs) in Knowledge Graphs (KGs) has shown significant promise for complex Question Answering (QA) tasks. Since LLMs' limited context window cannot accommodate the sheer volume of large-scale KGs, existing work usually utilizes agents to reason on real-world KGs, whic…

Cited by 0SourceScholar
2026

SARNET: A SPIKE-AWARE CONSECUTIVE VALIDATION FRAMEWORK FOR ACCURATE REMAINING USEFUL LIFE PREDICTION

ICASSP 2026oral

Accurate prediction of remaining useful life (RUL) is essential to enhance system reliability and reduce maintenance risk. Yet many strong contemporary models are fragile around fault onset and opaque to engineers: short, high-energy spikes are smoothed away or misread, fixed thresholds blunt sensit…

Cited by 0SourcePDFScholar