Speech Denoising Using Only Single Noisy Audio Samples. - Qingchun Li; Jiasong Wu; Yilun Kong; Chunfeng Yang; Youyong Kong; Guanyu Yang 001; Lotfi Senhadji; Huazhong Shu (CoRR, 2021)

Uncertainty-Aware Data Augmentation for Offline Reinforcement Learning. - Yunjie Su; Yilun Kong; Xueqian Wang 001 (IJCNN, 2023)

TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems. - Yilun Kong; Jingqing Ruan; Yihong Chen; Bin Zhang 052; Tianpeng Bao; Shiwei Shi; Guoqing Du; Xiaoru Hu; Hangyu Mao; Ziyue Li 002; Xingyu Zeng; Rui Zhao 001 (CoRR, 2023)

TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Industry Systems. - Yilun Kong; Jingqing Ruan; Yihong Chen; Bin Zhang 052; Tianpeng Bao; Shiwei Shi; Du Qing; Xiaoru Hu; Hangyu Mao; Ziyue Li 002; Xingyu Zeng; Rui Zhao 001; et al. (EMNLP (Industry Track), 2024)

DEER: A Delay-Resilient Framework for Reinforcement Learning with Variable Delays. - Bo Xia; Yilun Kong; Yongzhe Chang; Bo Yuan 003; Zhiheng Li 001; Xueqian Wang 001; Bin Liang 001 (CoRR, 2024)

QPO: Query-dependent Prompt Optimization via Multi-Loop Offline Reinforcement Learning. - Yilun Kong; Hangyu Mao; Qi Zhao; Bin Zhang 052; Jingqing Ruan; Li Shen 008; Yongzhe Chang; Xueqian Wang 001; Rui Zhao 001; Dacheng Tao (Trans. Mach. Learn. Res., 2025)

Mastering Massive Multi-Task Reinforcement Learning via Mixture-of-Expert Decision Transformer. - Yilun Kong; Guozheng Ma; Qi Zhao; Haoyu Wang 003; Li Shen 008; Xueqian Wang 001; Dacheng Tao (CoRR, 2025)