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Jiayang Song

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2020 – today

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2024
[j6]
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Da Song, Xuan Xie, Jiayang Song, Derui Zhu, Yuheng Huang, Felix Juefei-Xu, Lei Ma:
LUNA: A Model-Based Universal Analysis Framework for Large Language Models. IEEE Trans. Software Eng. 50(7): 1921-1948 (2024)
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Zhehua Zhou, Jiayang Song, Kunpeng Yao, Zhan Shu, Lei Ma:
ISR-LLM: Iterative Self-Refined Large Language Model for Long-Horizon Sequential Task Planning. ICRA 2024: 2081-2088
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Zhehua Zhou, Jiayang Song, Xuan Xie, Zhan Shu, Lei Ma, Dikai Liu, Jianxiong Yin, Simon See:
Towards Building AI-CPS with NVIDIA Isaac Sim: An Industrial Benchmark and Case Study for Robotics Manipulation. ICSE-SEIP 2024: 263-274
[i16]
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  - journals/corr/abs-2404-08517
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Xuan Xie, Jiayang Song, Zhehua Zhou, Yuheng Huang, Da Song, Lei Ma:
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward. CoRR abs/2404.08517 (2024)
[i15]
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  - journals/corr/abs-2406-03912
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Zhehua Zhou, Xuan Xie, Jiayang Song, Zhan Shu, Lei Ma:
GenSafe: A Generalizable Safety Enhancer for Safe Reinforcement Learning Algorithms Based on Reduced Order Markov Decision Process Model. CoRR abs/2406.03912 (2024)
[i14]
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  - journals/corr/abs-2407-07342
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Jiayang Song, Yuheng Huang, Zhehua Zhou, Lei Ma:
Multilingual Blending: LLM Safety Alignment Evaluation with Language Mixture. CoRR abs/2407.07342 (2024)
[i13]
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  - journals/corr/abs-2408-03573
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Yuheng Huang, Jiayang Song, Qiang Hu, Felix Juefei-Xu, Lei Ma:
Active Testing of Large Language Model via Multi-Stage Sampling. CoRR abs/2408.03573 (2024)
[i12]
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  - journals/corr/abs-2408-03892
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Renzhi Wang, Zhehua Zhou, Jiayang Song, Xuan Xie, Xiaofei Xie, Lei Ma:
MORTAR: A Model-based Runtime Action Repair Framework for AI-enabled Cyber-Physical Systems. CoRR abs/2408.03892 (2024)
[i11]
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  - journals/corr/abs-2408-10474
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Xuan Xie, Jiayang Song, Yuheng Huang, Da Song, Fuyuan Zhang, Felix Juefei-Xu, Lei Ma:
LeCov: Multi-level Testing Criteria for Large Language Models. CoRR abs/2408.10474 (2024)
[i10]
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  - journals/corr/abs-2409-12894
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Zhijie Wang, Zhehua Zhou, Jiayang Song, Yuheng Huang, Zhan Shu, Lei Ma:
Towards Testing and Evaluating Vision-Language-Action Models for Robotic Manipulation: An Empirical Study. CoRR abs/2409.12894 (2024)
2023
[j5]
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Jiayang Song, Xuan Xie, Lei Ma:
$\mathtt {SIEGE}$SIEGE: A Semantics-Guided Safety Enhancement Framework for AI-Enabled Cyber-Physical Systems. IEEE Trans. Software Eng. 49(8): 4058-4080 (2023)
[i9]
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  - journals/corr/abs-2304-05617
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Deyun Lyu, Jiayang Song, Zhenya Zhang, Zhijie Wang, Tianyi Zhang, Lei Ma, Jianjun Zhao:
AutoRepair: Automated Repair for AI-Enabled Cyber-Physical Systems under Safety-Critical Conditions. CoRR abs/2304.05617 (2023)
[i8]
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  - journals/corr/abs-2305-03882
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Xuan Xie, Jiayang Song, Zhehua Zhou, Fuyuan Zhang, Lei Ma:
Mosaic: Model-based Safety Analysis Framework for AI-enabled Cyber-Physical Systems. CoRR abs/2305.03882 (2023)
[i7]
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  - journals/corr/abs-2307-10236
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Yuheng Huang, Jiayang Song, Zhijie Wang, Huaming Chen, Lei Ma:
Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models. CoRR abs/2307.10236 (2023)
[i6]
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  - journals/corr/abs-2308-00055
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Zhehua Zhou, Jiayang Song, Xuan Xie, Zhan Shu, Lei Ma, Dikai Liu, Jianxiong Yin, Simon See:
Towards Building AI-CPS with NVIDIA Isaac Sim: An Industrial Benchmark and Case Study for Robotics Manipulation. CoRR abs/2308.00055 (2023)
[i5]
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  - journals/corr/abs-2308-13724
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Zhehua Zhou, Jiayang Song, Kunpeng Yao, Zhan Shu, Lei Ma:
ISR-LLM: Iterative Self-Refined Large Language Model for Long-Horizon Sequential Task Planning. CoRR abs/2308.13724 (2023)
[i4]
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  - journals/corr/abs-2309-06687
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Jiayang Song, Zhehua Zhou, Jiawei Liu, Chunrong Fang, Zhan Shu, Lei Ma:
Self-Refined Large Language Model as Automated Reward Function Designer for Deep Reinforcement Learning in Robotics. CoRR abs/2309.06687 (2023)
[i3]
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  - journals/corr/abs-2310-14211
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Da Song, Xuan Xie, Jiayang Song, Derui Zhu, Yuheng Huang, Felix Juefei-Xu, Lei Ma:
LUNA: A Model-Based Universal Analysis Framework for Large Language Models. CoRR abs/2310.14211 (2023)
2022
[c3]
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  - conf/icse/SongLZWZM22
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Jiayang Song, Deyun Lyu, Zhenya Zhang, Zhijie Wang, Tianyi Zhang, Lei Ma:
When Cyber-Physical Systems Meet AI: A Benchmark, an Evaluation, and a Way Forward. ICSE (SEIP) 2022: 343-352
2021
[i2]
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  - journals/corr/abs-2111-04324
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Jiayang Song, Deyun Lyu, Zhenya Zhang, Zhijie Wang, Tianyi Zhang, Lei Ma:
When Cyber-Physical Systems Meet AI: A Benchmark, an Evaluation, and a Way Forward. CoRR abs/2111.04324 (2021)

2010 – 2019

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2018
[j4]
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  - journals/symmetry/LiuWZSC18
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Yizheng Liu, Chengyou Wang, Hongming Zhao, Jiayang Song, Shiyue Chen:
Bayer Image Demosaicking Using Eight-Directional Weights Based on the Gradient of Color Difference. Symmetry 10(6): 222 (2018)
[i1]
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  - journals/corr/abs-1804-02496
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Jiayang Song, Ping Dong, Huachun Zhou, Tao Zheng, Xiaojiang Du, Mohsen Guizani:
A Performance Analysis Model of TCP over Multiple Heterogeneous Paths for 5G Mobile Services. CoRR abs/1804.02496 (2018)
2017
[j3]
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Hongke Zhang, Ping Dong, Shui Yu, Jiayang Song:
A Scalable and Smart Hierarchical Wireless Communication Architecture Based on Network/User Separation. IEEE Wirel. Commun. 24(1): 18-24 (2017)
[c2]
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  - conf/globecom/SongDZZDG17
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Jiayang Song, Ping Dong, Huachun Zhou, Tao Zheng, Xiaojiang Du, Mohsen Guizani:
A Performance Analysis Model for TCP over Multiple Heterogeneous Paths in 5G Networks. GLOBECOM 2017: 1-6
2016
[j2]
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  - journals/ejwcn/SongZQZD16
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Jiayang Song, Huachun Zhou, Wei Quan, Tao Zheng, Ping Dong:
Modeling link quality for high-speed railway wireless networks based on hidden Markov chain. EURASIP J. Wirel. Commun. Netw. 2016: 263 (2016)
[j1]
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Hongke Zhang, Wei Quan, Jiayang Song, Zhongbai Jiang, Shui Yu:
Link State Prediction-Based Reliable Transmission for High-Speed Railway Networks. IEEE Trans. Veh. Technol. 65(12): 9617-9629 (2016)
[c1]
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Jiayang Song, Huachun Zhou, Wei Quan, Tao Zheng, Ping Dong:
Modeling Link Quality for High-Speed Railway Networks Based on Hidden Markov Chain. VTC Spring 2016: 1-5

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