Networking and Internet Architecture · Computer Science
Hallucination-aware Optimization for Large Language Model-empowered Communications
Yinqiu Liu, Guangyuan Liu, Ruichen Zhang, Dusit Niyato +4
2024-12-10
Artificial Intelligence · Computer Science
LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions
Xixun Lin, Yucheng Ning, Jingwen Zhang, Yan Dong +20
2025-11-19
Multiagent Systems · Computer Science
Position: Towards a Responsible LLM-empowered Multi-Agent Systems
Jinwei Hu, Yi Dong, Shuang Ao, Zhuoyun Li +5
2025-02-05
Machine Learning · Computer Science
HEAL: An Empirical Study on Hallucinations in Embodied Agents Driven by Large Language Models
Trishna Chakraborty, Udita Ghosh, Xiaopan Zhang, Fahim Faisal Niloy +4
2025-10-15
Computation and Language · Computer Science
A Survey of LLM-based Agents in Medicine: How far are we from Baymax?
Wenxuan Wang, Zizhan Ma, Zheng Wang, Chenghan Wu +4
2025-05-27
Multiagent Systems · Computer Science
LLM Multi-Agent Systems: Challenges and Open Problems
Shanshan Han, Qifan Zhang, Weizhao Jin, Zhaozhuo Xu
2026-01-29
Computation and Language · Computer Science
Hallucination Detection and Hallucination Mitigation: An Investigation
Junliang Luo, Tianyu Li, Di Wu, Michael Jenkin +2
2024-01-17
Multiagent Systems · Computer Science
Synergistic Simulations: Multi-Agent Problem Solving with Large Language Models
Asher Sprigler, Alexander Drobek, Keagan Weinstock, Wendpanga Tapsoba +3
2024-09-24
Machine Learning · Computer Science
Detecting LLM Hallucination Through Layer-wise Information Deficiency: Analysis of Ambiguous Prompts and Unanswerable Questions
Hazel Kim, Tom A. Lamb, Adel Bibi, Philip Torr +1
2025-10-07
Computation and Language · Computer Science
Multi-Agent Consensus Seeking via Large Language Models
Huaben Chen, Wenkang Ji, Lufeng Xu, Shiyu Zhao
2025-01-22
Artificial Intelligence · Computer Science
On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty Agents
Jen-tse Huang, Jiaxu Zhou, Tailin Jin, Xuhui Zhou +5
2025-05-30
Artificial Intelligence · Computer Science
LLM experiments with simulation: Large Language Model Multi-Agent System for Simulation Model Parametrization in Digital Twins
Yuchen Xia, Daniel Dittler, Nasser Jazdi, Haonan Chen +1
2024-07-23
Computation and Language · Computer Science
HalluDetect: Detecting, Mitigating, and Benchmarking Hallucinations in Conversational Systems in the Legal Domain
Spandan Anaokar, Shrey Ganatra, Harshvivek Kashid, Swapnil Bhattacharyya +5
2025-10-14
Machine Learning · Computer Science
Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor
Siyuan Liu, Wenjing Liu, Zhiwei Xu, Xin Wang +2
2025-07-23
Computer Vision and Pattern Recognition · Computer Science
InEx: Hallucination Mitigation via Introspection and Cross-Modal Multi-Agent Collaboration
Zhongyu Yang, Yingfang Yuan, Xuanming Jiang, Baoyi An +1
2025-12-03
Artificial Intelligence · Computer Science
MIRAGE-Bench: LLM Agent is Hallucinating and Where to Find Them
Weichen Zhang, Yiyou Sun, Pohao Huang, Jiayue Pu +2
2025-07-29
Computation and Language · Computer Science
Beyond Fine-Tuning: Effective Strategies for Mitigating Hallucinations in Large Language Models for Data Analytics
Mikhail Rumiantsau, Aliaksei Vertsel, Ilya Hrytsuk, Isaiah Ballah
2024-10-29
Multiagent Systems · Computer Science
MedChat: A Multi-Agent Framework for Multimodal Diagnosis with Large Language Models
Philip R. Liu, Sparsh Bansal, Jimmy Dinh, Aditya Pawar +5
2025-12-18