Published in CoRR, 2025
Recommended citation: Yan, Siyuan; Jiang, Guo-qing; Zhang, Yuchen; Ma, Xiaoxing; Zhu, Ran; Cao, Chun; Xu, Jingwei. (2025). Adamas: Hadamard Sparse Attention for Efficient Long-Context Inference. CoRR. abs/2510.18413.
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Published in Frontiers of Computer Science, 2025
Recommended citation: Cao, Zhuo; Cao, Chun; Xu, Jianqiu; Xu, Jingwei; Chen, Zhefei; Chen, Zi; Ma, Xiaoxing. (2025). SCG-tree: shortcut enhanced graph hierarchy tree for efficient spatial queries on massive road networks. Frontiers of Computer Science. Vol. 19. No. 9. pp. 199610.
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Published in CoRR, 2025
Recommended citation: Lai, Junyu; Zhang, Jiakun; Xu, Shuo; Chen, Taolue; Wang, Zihang; Yang, Yao; Zhang, Jiarui; Cao, Chun; Xu, Jingwei. (2025). LLM-based Automated Theorem Proving Hinges on Scalable Synthetic Data Generation. CoRR. abs/2505.12031.
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Published in ICLR 2025, 2025
Recommended citation: Xu, Jingwei; Lai, Junyu; Huang, Yunpeng. (2024). Meteora: Multiple-tasks embedded lora for large language models. ICLR 2025.
Published in NeurIPS 2025, 2025
Recommended citation: Zhang, Yuchen; Du, Hanyue; Cao, Chun; Xu, Jingwei. (2025). Loquetier: A Virtualized Multi-LoRA Framework for Unified LLM Fine-tuning and Serving. NeurIPS 2025.
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Published in ICLR 2026, 2025
Recommended citation: Bu, Tao; Wang, Qiangang; Zeng, Bowen; Sun, Hanwen; Huang, Yunpeng; Cao, Chun; Xu, Jingwei. (2025). Long-Context Attention Benchmark: From Kernel Efficiency to Distributed Context Parallelism. ICLR 2026.
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Published in arXiv preprint arXiv:2504.09925, 2025
Recommended citation: Liu, Zheng; Liu, Mengjie; Chen, Jingzhou; Xu, Jingwei; Cui, Bin; He, Conghui; Zhang, Wentao;. (2025). FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding. arXiv preprint arXiv:2504.09925
Published in Internetware, 2025
Recommended citation: Gao, Hao; Wang, Jingyue; Fang, Wenyang; Xu, Jingwei; Huang, Yunpeng; Chen, Taolue; Ma, Xiaoxing. (2025). LASER: Script Execution by Autonomous Agents for On-demand Traffic Simulation. Internetware. pp. 84-95.
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Published in CoRR, 2024
Recommended citation: Lai, Junyu; Xu, Jiahe; Yang, Yao; Huang, Yunpeng; Cao, Chun; Xu, Jingwei. (2024). Executing Arithmetic: Fine-Tuning Large Language Models as Turing Machines. CoRR. abs/2410.07896.
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Published in 2024 IEEE 24th International Conference on Software Quality, Reliability and Security (QRS), 2024
Recommended citation: Xu, Jiahe; Xu, Jingwei; Chen, Taolue; Ma, Xiaoxing;. (2024). Symbolic Execution with Test Cases Generated by Large Language Models. 2024 IEEE 24th International Conference on Software Quality, Reliability and Security (QRS). pp. 228-237. IEEE
Published in CoRR, 2024
Recommended citation: Huang, Yunpeng; Gu, Yaonan; Xu, Jingwei; Zhu, Zhihong; Chen, Zhaorun; Ma, Xiaoxing. (2024). Securing Reliability: A Brief Overview on Enhancing In-Context Learning for Foundation Models. CoRR. abs/2402.17671.
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Published in ICSE Companion, 2024
Recommended citation: Xu, Jingwei; Zeng, Zihan. (2024). Programmable and Semantic Connector for DNN Component Integration: a Software Engineering Perspective. ICSE Companion. pp. 294-295.
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Published in 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE), 2023
Recommended citation: Li, Zenan; Zhang, Maorun; Xu, Jingwei; Yao, Yuan; Cao, Chun; Chen, Taolue; Ma, Xiaoxing; Lü, Jian;. (2023). Lightweight Approaches to DNN Regression Error Reduction: An Uncertainty Alignment Perspective. 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE). pp. 1187-1199. IEEE
Published in ICLR, 2023
Recommended citation: Li, Zenan; Yao, Yuan; Chen, Taolue; Xu, Jingwei; Cao, Chun; Ma, Xiaoxing; Lü, Jian. (2023). Softened Symbol Grounding for Neuro-symbolic Systems. ICLR.
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Published in Advances in Neural Information Processing Systems, 2023
Recommended citation: Li, Zenan; Huang, Yunpeng; Li, Zhaoyu; Yao, Yuan; Xu, Jingwei; Chen, Taolue; Ma, Xiaoxing; Lu, Jian. (2023). Neuro-symbolic Learning Yielding Logical Constraints. Advances in Neural Information Processing Systems. Vol. 36. pp. 21635-21657.
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Published in ICLR, 2023
Recommended citation: Li, Zenan; Liu, Zehua; Yao, Yuan; Xu, Jingwei; Chen, Taolue; Ma, Xiaoxing; Lü, Jian. (2023). Learning with Logical Constraints but without Shortcut Satisfaction. ICLR.
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Published in ICSE, 2023
Recommended citation: Xu, Shengbin; Yao, Yuan; Xu, Feng; Gu, Tianxiao; Xu, Jingwei; Ma, Xiaoxing. (2023). Data Quality Matters: A Case Study of Obsolete Comment Detection. ICSE. pp. 781-793.
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Published in arXiv preprint arXiv:2311.12351, 2023
Recommended citation: Huang, Yunpeng; Xu, Jingwei; Lai, Junyu; Jiang, Zixu; Chen, Taolue; Li, Zenan; Yao, Yuan; Ma, Xiaoxing; Yang, Lijuan; Chen, Hao;. (2023). Advancing transformer architecture in long-context large language models: A comprehensive survey. arXiv preprint arXiv:2311.12351
Published in Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering, 2022
Recommended citation: Wang, Sen; Sheng, Zhuheng; Xu, Jingwei; Chen, Taolue; Zhu, Junjun; Zhang, Shuhui; Yao, Yuan; Ma, Xiaoxing;. (2022). ADEPT: A testing platform for simulated autonomous driving. Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering. pp. 1-4
Published in NDSS, 2022
Recommended citation: Tao, Guanhong; Xu, Qiuling; Liu, Yingqi; Shen, Guangyu; An, Shengwei; Xu, Jingwei; Zhang, Xiangyu; Yao, Yuan. (2022). MIRROR: Model Inversion for Deep LearningNetwork with High Fidelity. NDSS.
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Published in Advances in Neural Information Processing Systems, 2022
Recommended citation: Xie, Jian; Xu, Jingwei; Wang, Guochang; Yao, Yuan; Li, Zenan; Cao, Chun; Tong, Hanghang. (2022). A Deep Learning Dataloader with Shared Data Preparation. Advances in Neural Information Processing Systems. Vol. 35. pp. 17146-17156.
Published in arXiv preprint arXiv:2103.12344, 2021
Recommended citation: Xu, JingWei; Zhu, Siyuan; Li, Zenan; Xu, Chang;. (2021). Joint distribution across representation space for out-of-distribution detection. arXiv preprint arXiv:2103.12344
Published in ESEC/SIGSOFT FSE, 2020
Recommended citation: Li, Zenan; Ma, Xiaoxing; Xu, Chang; Xu, Jingwei; Cao, Chun; Lu, Jian. (2020). Operational calibration: debugging confidence errors for DNNs in the field. ESEC/SIGSOFT FSE. pp. 901-913.
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Published in 42nd ACM/IEEE International Conference on Software Engineering (ICSE 2020), 2020
Recommended citation: Wang, Huiyan; Xu, Jingwei; Xu, Chang; Ma, Xiaoxing; Lu, Jian;. (2020). DISSECTOR: Input Validation for Deep Learning Applications by Crossing-layer Dissection. 42nd ACM/IEEE International Conference on Software Engineering (ICSE 2020)
Published in Journal of Computer Science and Technology, 2020
Recommended citation: Wang, Yuehuan; Li, Zenan; Xu, Jingwei; Yu, Ping; Chen, Taolue; Ma, Xiaoxing. (2020). Predicted Robustness as QoS for Deep Neural Network Models. Journal of Computer Science and Technology. Vol. 35. No. 5. pp. 999-1015.
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Published in Proceedings of the 12th Asia-Pacific Symposium on Internetware, 2020
Recommended citation: Li, Qingping; Xu, Jingwei; Cao, Chun;. (2020). Scheduling distributed deep learning jobs in heterogeneous cluster with placement awareness. Proceedings of the 12th Asia-Pacific Symposium on Internetware. pp. 217-228
Published in Proceedings of the 2019 27th ACM Joint meeting on European software engineering conference and symposium on the foundations of software engineering, 2019
Recommended citation: Li, Zenan; Ma, Xiaoxing; Xu, Chang; Cao, Chun; Xu, Jingwei; Lü, Jian;. (2019). Boosting operational dnn testing efficiency through conditioning. Proceedings of the 2019 27th ACM Joint meeting on European software engineering conference and symposium on the foundations of software engineering. pp. 499-509
Published in Proceedings of the 11th Asia-Pacific Symposium on Internetware, 2019
Recommended citation: Wang, Yuehuan; Li, Zenan; Xu, Jingwei; Yu, Ping; Ma, Xiaoxing;. (2019). Fast robustness prediction for deep neural network. Proceedings of the 11th Asia-Pacific Symposium on Internetware. pp. 1-10
Published in Proceedings of the 10th Asia-Pacific Symposium on Internetware, 2018
Recommended citation: Zheng, Zhiwen; Wang, Liang; Xu, Jingwei; Wu, Tianheng; Wu, Simeng; Tao, Xianping;. (2018). Measuring and predicting the relevance ratings between floss projects using topic features. Proceedings of the 10th Asia-Pacific Symposium on Internetware. pp. 1-10
Published in Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2017
Recommended citation: Xu, Jingwei; Yao, Yuan; Tong, Hanghang; Tao, Xianping; Lu, Jian;. (2017). Hoorays: High-order optimization of rating distance for recommender systems. Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. pp. 525-534
Published in IEEE Transactions on Knowledge and Data Engineering, 2016
Recommended citation: Xu, Jingwei; Yao, Yuan; Tong, Hanghang; Tao, Xianping; Lu, Jian. (2016). R a P are: A generic strategy for cold-start rating prediction problem. IEEE Transactions on Knowledge and Data Engineering. Vol. 29. No. 6. pp. 1296-1309.
Published in IJCAI, 2015
Recommended citation: Xu, Jingwei; Yao, Yuan; Tong, Hanghang; Tao, Xianping; Lu, Jian;. (2015). Ice-Breaking: Mitigating Cold-Start Recommendation Problem by Rating Comparison.. IJCAI. pp. 3981-3987
Published in 2012 IEEE International Conference on Pervasive Computing and Communications, 2012
Recommended citation: Ye, Haibo; Gu, Tao; Zhu, Xiaorui; Xu, Jinwei; Tao, Xianping; Lu, Jian; Jin, Ning;. (2012). FTrack: Infrastructure-free floor localization via mobile phone sensing. 2012 IEEE International Conference on Pervasive Computing and Communications. pp. 2-10. IEEE
Published in 2011 6th International Conference on Pervasive Computing and Applications, 2011
Recommended citation: Ma, Jun; Wang, Liang; Xu, Jingwei; Tao, Xianping; Lu, Jian;. (2011). Artemis-FollowMe: An agent-based middleware for mobile context-aware applications. 2011 6th International Conference on Pervasive Computing and Applications. pp. 139-145. IEEE
Published in Proceedings of the Second Asia-Pacific Symposium on Internetware, 2010
Recommended citation: Jingwei, Xu; Liang, Wang; Xianping, Tao;. (2010). Building a real-world body area sensor network system. Proceedings of the Second Asia-Pacific Symposium on Internetware. pp. 1-4