Hong, Junyuan

24 publications

ICML 2025 GuardAgent: Safeguard LLM Agents via Knowledge-Enabled Reasoning Zhen Xiang, Linzhi Zheng, Yanjie Li, Junyuan Hong, Qinbin Li, Han Xie, Jiawei Zhang, Zidi Xiong, Chulin Xie, Carl Yang, Dawn Song, Bo Li

ICLRW 2024 A-CONECT: Designing AI-Based Conversational Chatbot for Early Dementia Intervention Junyuan Hong, Wenqing Zheng, Han Meng, Siqi Liang, Anqing Chen, Hiroko H. Dodge, Jiayu Zhou, Zhangyang Wang

ICLR 2024 DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer Junyuan Hong, Jiachen T. Wang, Chenhui Zhang, Zhangheng Li, Bo Li, Zhangyang Wang

ICML 2024 Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression Junyuan Hong, Jinhao Duan, Chenhui Zhang, Zhangheng Li, Chulin Xie, Kelsey Lieberman, James Diffenderfer, Brian R. Bartoldson, Ajay Kumar Jaiswal, Kaidi Xu, Bhavya Kailkhura, Dan Hendrycks, Dawn Song, Zhangyang Wang, Bo Li

ICLRW 2024 Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression Junyuan Hong, Jinhao Duan, Chenhui Zhang, Zhangheng Li, Chulin Xie, Kelsey Lieberman, James Diffenderfer, Brian R. Bartoldson, Ajay Kumar Jaiswal, Kaidi Xu, Bhavya Kailkhura, Dan Hendrycks, Dawn Song, Zhangyang Wang, Bo Li

NeurIPSW 2024 DeepOSets: Non-Autoregressive In-Context Learning of Supervised Learning Operators Shao-Ting Chiu, Junyuan Hong, Ulisses Braga-Neto

NeurIPSW 2024 Demo: An Exploration of LLM-Guided Conversation in Reminiscence Therapy Jinhao Duan, Xinyu Zhao, Zhuoxuan Zhang, Eunhye Grace Ko, Lily Boddy, Chenan Wang, Tianhao Li, Alexander Rasgon, Junyuan Hong, Min Kyung Lee, Chenxi Yuan, Qi Long, Ying Ding, Tianlong Chen, Kaidi Xu

AISTATS 2024 On the Generalization Ability of Unsupervised Pretraining Yuyang Deng, Junyuan Hong, Jiayu Zhou, Mehrdad Mahdavi

ICML 2024 Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark Yihua Zhang, Pingzhi Li, Junyuan Hong, Jiaxiang Li, Yimeng Zhang, Wenqing Zheng, Pin-Yu Chen, Jason D. Lee, Wotao Yin, Mingyi Hong, Zhangyang Wang, Sijia Liu, Tianlong Chen

ICLR 2024 Safe and Robust Watermark Injection with a Single OoD Image Shuyang Yu, Junyuan Hong, Haobo Zhang, Haotao Wang, Zhangyang Wang, Jiayu Zhou

AAAI 2023 Federated Robustness Propagation: Sharing Adversarial Robustness in Heterogeneous Federated Learning Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou

TMLR 2023 How Robust Is Your Fairness? Evaluating and Sustaining Fairness Under Unseen Distribution Shifts Haotao Wang, Junyuan Hong, Jiayu Zhou, Zhangyang Wang

ICLR 2023 MECTA: Memory-Economic Continual Test-Time Model Adaptation Junyuan Hong, Lingjuan Lyu, Jiayu Zhou, Michael Spranger

ICML 2023 Revisiting Data-Free Knowledge Distillation with Poisoned Teachers Junyuan Hong, Yi Zeng, Shuyang Yu, Lingjuan Lyu, Ruoxi Jia, Jiayu Zhou

ICLR 2023 Turning the Curse of Heterogeneity in Federated Learning into a Blessing for Out-of-Distribution Detection Shuyang Yu, Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou

NeurIPS 2023 Understanding Deep Gradient Leakage via Inversion Influence Functions Haobo Zhang, Junyuan Hong, Yuyang Deng, Mehrdad Mahdavi, Jiayu Zhou

NeurIPSW 2023 Who Leaked the Model? Tracking IP Infringers in Accountable Federated Learning Shuyang Yu, Junyuan Hong, Yi Zeng, Fei Wang, Ruoxi Jia, Jiayu Zhou

ICLR 2022 Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou

NeurIPS 2022 Outsourcing Training Without Uploading Data via Efficient Collaborative Open-Source Sampling Junyuan Hong, Lingjuan Lyu, Jiayu Zhou, Michael Spranger

ICML 2022 Resilient and Communication Efficient Learning for Heterogeneous Federated Systems Zhuangdi Zhu, Junyuan Hong, Steve Drew, Jiayu Zhou

NeurIPS 2022 Trap and Replace: Defending Backdoor Attacks by Trapping Them into an Easy-to-Replace Subnetwork Haotao Wang, Junyuan Hong, Aston Zhang, Jiayu Zhou, Zhangyang Wang

ICML 2021 Data-Free Knowledge Distillation for Heterogeneous Federated Learning Zhuangdi Zhu, Junyuan Hong, Jiayu Zhou

AAAI 2021 Learning Model-Based Privacy Protection Under Budget Constraints Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou

ECML-PKDD 2016 Sequential Data Classification in the Space of Liquid State Machines Yang Li, Junyuan Hong, Huanhuan Chen