Muzhi Li

According to our database, Muzhi Li authored at least 19 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Towards trustworthy agentic AI: a comprehensive survey of safety, robustness, privacy, and system security.

Jinhu Qi, Muzhi Li, Jiahong Liu, Yuqin Shu, Dianzhi Yu, Shicheng Ma, Wenqian Cui, Yiyang Zhao, Yiyi Chen, Ruoxi Jiang, Irwin King, Zenglin Xu

CoRR, May, 2026

VeritasFi: An Adaptable, Multi-tiered RAG Framework for Multi-modal Financial Question Answering.

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

Proceedings of the ACM Web Conference 2026, 2026

R² R: A Post-training Framework for Multi-domain Decoder-Only Rerankers.

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, Xinyu Wang

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2026

2025

Dr.Mi-Bench: A Modular-integrated Benchmark for Scientific Deep Research Agent.

Zhihan Guo, Feiyang Xu, Yifan Li, Muzhi Li, Shuai Zou, Jiele Wu, Han Shi, Haoli Bai, Ho-fung Leung, Irwin King

CoRR, December, 2025

R²R: A Route-to-Rerank Post-Training Framework for Multi-Domain Decoder-Only Rerankers.

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

CoRR, November, 2025

It Takes Two: Your GRPO Is Secretly DPO.

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

CoRR, October, 2025

From Evidence to Trajectory: Abductive Reasoning Path Synthesis for Training Retrieval-Augmented Generation Agents.

Muzhi Li, Jinhu Qi, Yihong Wu, Minghao Zhao, Liheng Ma, Yifan Li, Xinyu Wang, Yingxue Zhang, Ho-fung Leung, Irwin King

CoRR, September, 2025

An Entity Linking Agent for Question Answering.

Yajie Luo, Yihong Wu, Muzhi Li, Fengran Mo, Jia Ao Sun, Xinyu Wang, Liheng Ma, Yingxue Zhang, Jian-Yun Nie

CoRR, August, 2025

Reinforcing Question Answering Agents with Minimalist Policy Gradient Optimization.

Yihong Wu, Liheng Ma, Muzhi Li, Jiaming Zhou, Jianye Hao, Ho-fung Leung, Irwin King, Yingxue Zhang, Jian-Yun Nie

CoRR, May, 2025

FinSage: A Multi-aspect RAG System for Financial Filings Question Answering.

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

CoRR, April, 2025

Retrieval, Reasoning, Re-ranking: A Context-Enriched Framework for Knowledge Graph Completion.

Muzhi Li, Cehao Yang, Chengjin Xu, Xuhui Jiang, Yiyan Qi, Jian Guo, Ho-fung Leung, Irwin King

Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies, 2025

Track and Tweak: Monitoring and Improving Group Fairness for Temporal Graph Neural Networks in Real Time.

Zixing Song, Muzhi Li, Yifei Zhang, Irwin King, José Miguel Hernández-Lobato

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, V.2, 2025

Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented Generation.

Shengjie Ma, Chengjin Xu, Xuhui Jiang, Muzhi Li, Huaren Qu, Cehao Yang, Jiaxin Mao, Jian Guo

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

FinSage: A Multi-aspect RAG System for Financial Filings Question Answering.

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

Proceedings of the 34th ACM International Conference on Information and Knowledge Management, 2025

Context-aware Inductive Knowledge Graph Completion with Latent Type Constraints and Subgraph Reasoning.

Muzhi Li, Cehao Yang, Chengjin Xu, Zixing Song, Xuhui Jiang, Jian Guo, Ho-fung Leung, Irwin King

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

2024

Think-on-Graph 2.0: Deep and Interpretable Large Language Model Reasoning with Knowledge Graph-guided Retrieval.

Shengjie Ma, Chengjin Xu, Xuhui Jiang, Muzhi Li, Huaren Qu, Jian Guo

CoRR, 2024

Context Graph.

Chengjin Xu, Muzhi Li, Cehao Yang, Xuhui Jiang, Lumingyuan Tang, Yiyan Qi, Jian Guo

CoRR, 2024

The Integration of Semantic and Structural Knowledge in Knowledge Graph Entity Typing.

Muzhi Li, Minda Hu, Irwin King, Ho-fung Leung

Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), 2024

2022

Momentum Contrastive Pre-training for Question Answering.

Minda Hu, Muzhi Li, Yasheng Wang, Irwin King

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022