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Wenjun Hu

2 accepted papers

2026

Query-Aware Flow Diffusion for Graph-Based RAG with Retrieval Guarantees

ICLR 2026poster

Graph-based Retrieval-Augmented Generation (RAG) systems leverage interconnected knowledge structures to capture complex relationships that flat retrieval struggles with, enabling multi-hop reasoning. Yet most existing graph-based methods suffer from (i) heuristic designs lacking theoretical guarant…

Cited by 0SourceScholar
2024

Improving Instruction Following in Language Models through Proxy-Based Uncertainty Estimation

ICML 2024poster

Assessing response quality to instructions in language models is vital but challenging due to the complexity of human language across different contexts. This complexity often results in ambiguous or inconsistent interpretations, making accurate assessment difficult. To address this issue, we propos…