3 papers
cs.MA2025
Rethinking the Reliability of Multi-agent System: A Perspective from Byzantine Fault Tolerance
Lifan Zheng, Jiawei Chen, Qinghong Yin +3
Ensuring the reliability of agent architectures and effectively identifying problematic agents when failures occur are crucial challenges in multi-agent systems (MAS). Advances in…
cs.CV2025
Rethinking Robust Adversarial Concept Erasure in Diffusion Models
Qinghong Yin, Yu Tian, Heming Yang +5
Concept erasure methods aim to remove specific unsafe target concepts in diffusion models while preserving image generation utility. To address the vulnerability that erased concep…
cs.CL2025
MobileRAG: Enhancing Mobile Agent with Retrieval-Augmented Generation
Gowen Loo, Chang Liu, Qinghong Yin +4
Smartphones have become indispensable in people's daily lives, permeating nearly every aspect of modern society. With the continuous advancement of large language models (LLMs), nu…