Adaptive Popularity Debiasing Aggregator for Graph Collaborative Filtering. - Huachi Zhou; Hao Chen 062; Junnan Dong; Daochen Zha; Chuang Zhou 002; Xiao Huang 001 (SIGIR, 2023)

QUEST: Efficient Extreme Multi-Label Text Classification with Large Language Models on Commodity Hardware. - Chuang Zhou 002; Junnan Dong; Xiao Huang 001; Zirui Liu 001; Kaixiong Zhou; Zhaozhuo Xu (EMNLP (Findings), 2024)

Cost-efficient Knowledge-based Question Answering with Large Language Models. - Junnan Dong; Qinggang Zhang; Chuang Zhou 002; Hao Chen 062; Daochen Zha; Xiao Huang 001 (NeurIPS, 2024)

Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation. - Chuang Zhou 002; Zhu Wang; Shengyuan Chen; Jiahe Du; Qiyuan Zheng; Zhaozhuo Xu; Xiao Huang 001 (ACL (1), 2025)

Each graph is a new language: Graph Learning with LLMs. - Huachi Zhou; Jiahe Du; Chuang Zhou 002; Chang Yang; Yilin Xiao 002; Yuxuan Xie; Xiao Huang 001 (ACL (Findings), 2025)

Text-Attributed Graph Learning with Coupled Augmentations. - Chuang Zhou 002; Jiahe Du; Huachi Zhou; Hao Chen 062; Feiran Huang; Xiao Huang 001 (COLING, 2025)

GraphRAG-Bench: Challenging Domain-Specific Reasoning for Evaluating Graph Retrieval-Augmented Generation. - Yilin Xiao 002; Junnan Dong; Chuang Zhou 002; Su Dong; Qian-wen Zhang; Di Yin; Xing Sun; Xiao Huang 001 (CoRR, 2025)

Reliable Reasoning Path: Distilling Effective Guidance for LLM Reasoning with Knowledge Graphs. - Yilin Xiao 002; Chuang Zhou 002; Qinggang Zhang; Bo Li 037; Qing Li 001; Xiao Huang 001 (CoRR, 2025)

LAG: Logic-Augmented Generation from a Cartesian Perspective. - Yilin Xiao 002; Chuang Zhou 002; Qinggang Zhang; Su Dong; Shengyuan Chen; Xiao Huang 001 (CoRR, 2025)

You Don't Need Pre-built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures. - Shengyuan Chen; Chuang Zhou 002; Zheng Yuan; Qinggang Zhang; Zeyang Cui; Hao Chen 062; Yilin Xiao 002; Jiannong Cao 001; Xiao Huang 001 (CoRR, 2025)