Muzhi Li

22 papers A* 4A 1Journal 14Unranked 3
YearRankTypeTitle / Venue / Authors
2026 A* conf
VeritasFi: An Adaptable, Multi-tiered RAG Framework for Multi-modal Financial Question Answering.
WWW
Zhenghan Tai, Hanwei Wu, Qingchen Hu, Jijun Chi, Hailin He, Lei Ding, Tung Sum Thomas Kwok, Bohuai Xiao, Yuchen Hua, Suyuchen Wang, Peng Lu, Muzhi Li, Yihong Wu, Liheng Ma, Jerry Huang, Jiayi Zhang, Gonghao Zhang, Chaolong Jiang, Jingrui Tian, Sicheng Lyu, Zeyu Li, Boyu Han, Fengran Mo, Xinyue Yu, Yufei Cui, Ling Zhou, Xinyu Wang
2025 J jnl
An Entity Linking Agent for Question Answering.
CoRR
Yajie Luo, Yihong Wu, Muzhi Li, Fengran Mo, Jia Ao Sun, Xinyu Wang, Liheng Ma, Yingxue Zhang, Jian-Yun Nie
2025 A* conf
Context-aware Inductive Knowledge Graph Completion with Latent Type Constraints and Subgraph Reasoning.
AAAI
Muzhi Li, Cehao Yang, Chengjin Xu, Zixing Song, Xuhui Jiang, Jian Guo, Ho-fung Leung, Irwin King
2025 J jnl
Dr.Mi-Bench: A Modular-integrated Benchmark for Scientific Deep Research Agent.
CoRR
Zhihan Guo, Feiyang Xu, Yifan Li, Muzhi Li, Shuai Zou, Jiele Wu, Han Shi, Haoli Bai, Ho-fung Leung, Irwin King
2025 A conf
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering.
CIKM
Xinyu Wang, Jijun Chi, Zhenghan Tai, Tung Sum Thomas Kwok, Hailin He, Zhuhong Li, Yuchen Hua, Muzhi Li, Peng Lu, Suyuchen Wang, Yihong Wu, Jerry Huang, Jingrui Tian, Fengran Mo, Yufei Cui, Ling Zhou
2025 J jnl
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering.
CoRR
Xinyu Wang, Jijun Chi, Zhenghan Tai, Tung Sum Thomas Kwok, Muzhi Li, Zhuhong Li, Hailin He, Yuchen Hua, Peng Lu, Suyuchen Wang, Yihong Wu, Jerry Huang, Jingrui Tian, Ling Zhou
2025 J jnl
From Evidence to Trajectory: Abductive Reasoning Path Synthesis for Training Retrieval-Augmented Generation Agents.
CoRR
Muzhi Li, Jinhu Qi, Yihong Wu, Minghao Zhao, Liheng Ma, Yifan Li, Xinyu Wang, Yingxue Zhang, Ho-fung Leung, Irwin King
2025 J jnl
It Takes Two: Your GRPO Is Secretly DPO.
CoRR
Yihong Wu, Liheng Ma, Lei Ding, Muzhi Li, Xinyu Wang, Kejia Chen, Zhan Su, Zhanguang Zhang, Chenyang Huang, Yingxue Zhang, Mark Coates, Jian-Yun Nie
2025 J jnl
R
CoRR
Xinyu Wang, Hanwei Wu, Qingchen Hu, Zhenghan Tai, Jingrui Tian, Lei Ding, Jijun Chi, Hailin He, Tung Sum Thomas Kwok, Yufei Cui, Sicheng Lyu, Muzhi Li, Mingze Li, Xinyue Yu, Ling Zhou, Peng Lu
2025 J jnl
Reinforcing Question Answering Agents with Minimalist Policy Gradient Optimization.
CoRR
Yihong Wu, Liheng Ma, Muzhi Li, Jiaming Zhou, Jianye Hao, Ho-fung Leung, Irwin King, Yingxue Zhang, Jian-Yun Nie
2025 — conf
Retrieval, Reasoning, Re-ranking: A Context-Enriched Framework for Knowledge Graph Completion.
NAACL (Long Papers)
Muzhi Li, Cehao Yang, Chengjin Xu, Xuhui Jiang, Yiyan Qi, Jian Guo, Ho-fung Leung, Irwin King
2025 A* conf
Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented Generation.
ICLR
Shengjie Ma, Chengjin Xu, Xuhui Jiang, Muzhi Li, Huaren Qu, Cehao Yang, Jiaxin Mao, Jian Guo
2025 — conf
Track and Tweak: Monitoring and Improving Group Fairness for Temporal Graph Neural Networks in Real Time.
KDD (2)
Zixing Song, Muzhi Li, Yifei Zhang, Irwin King, José Miguel Hernández-Lobato
2025 J jnl
VeritasFi: An Adaptable, Multi-tiered RAG Framework for Multi-modal Financial Question Answering.
CoRR
Zhenghan Tai, Hanwei Wu, Qingchen Hu, Jijun Chi, Hailin He, Lei Ding, Tung Sum Thomas Kwok, Bohuai Xiao, Yuchen Hua, Suyuchen Wang, Peng Lu, Muzhi Li, Yihong Wu, Liheng Ma, Jerry Huang, Jiayi Zhang, Gonghao Zhang, Chaolong Jiang, Jingrui Tian, Sicheng Lyu, Zeyu Li, Boyu Han, Fengran Mo, Xinyue Yu, Yufei Cui, Ling Zhou, Xinyu Wang
2024 J jnl
Context Graph.
CoRR
Chengjin Xu, Muzhi Li, Cehao Yang, Xuhui Jiang, Lumingyuan Tang, Yiyan Qi, Jian Guo
2024 J jnl
Context-aware Inductive Knowledge Graph Completion with Latent Type Constraints and Subgraph Reasoning.
CoRR
Muzhi Li, Cehao Yang, Chengjin Xu, Zixing Song, Xuhui Jiang, Jian Guo, Ho-fung Leung, Irwin King
2024 J jnl
Retrieval, Reasoning, Re-ranking: A Context-Enriched Framework for Knowledge Graph Completion.
CoRR
Muzhi Li, Cehao Yang, Chengjin Xu, Xuhui Jiang, Yiyan Qi, Jian Guo, Ho-fung Leung, Irwin King
2024 — conf
The Integration of Semantic and Structural Knowledge in Knowledge Graph Entity Typing.
NAACL-HLT
Muzhi Li, Minda Hu, Irwin King, Ho-fung Leung
2024 J jnl
The Integration of Semantic and Structural Knowledge in Knowledge Graph Entity Typing.
CoRR
Muzhi Li, Minda Hu, Irwin King, Ho-fung Leung
2024 J jnl
Think-on-Graph 2.0: Deep and Interpretable Large Language Model Reasoning with Knowledge Graph-guided Retrieval.
CoRR
Shengjie Ma, Chengjin Xu, Xuhui Jiang, Muzhi Li, Huaren Qu, Jian Guo
2022 A* conf
Momentum Contrastive Pre-training for Question Answering.
EMNLP
Minda Hu, Muzhi Li, Yasheng Wang, Irwin King
2022 J jnl
Momentum Contrastive Pre-training for Question Answering.
CoRR
Minda Hu, Muzhi Li, Yasheng Wang, Irwin King