@inproceedings{SSYMSEXBL-ICLR-2024,
  title = "A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks",
  author = "Tommaso Salvatori and Yuhang Song and Yordan Yordanov and Beren Millidge and Lei Sha and Cornelius Emde and Zhenghua Xu and Rafal Bogacz and Thomas Lukasiewicz",
  year = "2024",
  booktitle = "Proceedings of the 12th International Conference on Learning Representations, ICLR 2024, Vienna, Austria, 7--11 May 2024",
  month = "May",
}
@article{SMSLXB-NN-2023,
  title = "Inferring Neural Activity Before Plasticity: A Foundation for Learning Beyond Backpropagation",
  author = "Yuhang Song and Beren Millidge and Tommaso Salvatori and Thomas Lukasiewicz and Zhenghua Xu and Rafal Bogacz",
  year = "2024",
  journal = "Nature Neuroscience",
  url = "https://doi.org/10.1038/s41593-023-01514-1",
}
@article{XXWCQL-TNNLS-2023,
  title = "Hybrid Reinforced Medical Report Generation with M-Linear Attention and Repetition Penalty",
  author = "Xu, Zhenghua and Xu, Wenting and Wang, Ruizhi and Chen, Junyang and Qi, Chang and Lukasiewicz, Thomas",
  year = "2023",
  journal = "IEEE Transactions on Neural Networks and Learning Systems",
  note = "Accepted for publication",
  url = "https://arxiv.org/abs/2210.13729",
}
@article{XTLWYGCLL-TNSE-2023,
  title = "Collaborative Attention Guided Multi-Scale Feature Fusion Network for Medical Image Segmentation",
  author = "Zhenghua Xu and Biao Tian and Shijie Liu and Xiangtao Wang and Di Yuan and Junhua Gu and Junyang Chen and Thomas Lukasiewicz and Victor C. M. Leung",
  year = "2023",
  journal = "IEEE Transactions on Network Science and Engineering",
  number = "2",
  pages = "1857--1871",
  url = "https://doi.org/10.1109/TNSE.2023.3332810",
  volume = "11",
}
@article{YU2023107632,
  title = "RIRGAN: An end-to-end lightweight multi-task learning method for brain MRI super-resolution and denoising",
  author = "Miao Yu and Miaomiao Guo and Shuai Zhang and Yuefu Zhan and Mingkang Zhao and Thomas Lukasiewicz and Zhenghua Xu",
  year = "2023",
  issn = "0010-4825",
  journal = "Computers in Biology and Medicine",
  keywords = "Multi-task learning, Super-resolution and denoising, Medical image analysis, Generative adversarial network",
  pages = "107632",
  url = "https://doi.org/10.1016/j.compbiomed.2023.107632",
  volume = "167",
}
@article{XYZCGLL-TNSE-2023,
  title = "PhaCIA-TCNs: Short-Term Load Forecasting Using Temporal Convolutional Networks With Parallel Hybrid Activated Convolution and Input Attention",
  author = "Xu, Zhenghua and Yu, Zhoutao and Zhang, Hexiang and Chen, Junyang and Gu, Junhua and Lukasiewicz, Thomas and Leung, Victor",
  year = "2023",
  journal = "IEEE Transactions on Network Science and Engineering",
  month = "August",
  url = "https://doi.org/10.1109/TNSE.2023.3300744",
}
@article{XU2023107149,
  title = "EFPN: Effective medical image detection using feature pyramid fusion enhancement",
  author = "Zhenghua Xu and Xudong Zhang and Hexiang Zhang and Yunxin Liu and Yuefu Zhan and Thomas Lukasiewicz",
  year = "2023",
  issn = "0010-4825",
  journal = "Computers in Biology and Medicine",
  keywords = "Medical image detection, Enhanced feature pyramid network, Deep and diverse multi-scale feature, Weighted multi-scale feature fusion",
  pages = "107149",
  url = "https://doi.org/10.1016/j.compbiomed.2023.107149",
  volume = "163",
}
@article{15844,
  title = "Multi-ConDoS: Multimodal Contrastive Domain Sharing Generative Adversarial Networks for Self-Supervised Medical Image Segmentation",
  author = "Jiaojiao Zhang and Shuo Zhang and Xiaoqian Shen and Thomas Lukasiewicz and Zhenghua Xu",
  year = "2023",
  journal = "IEEE Transactions on Medical Imaging",
}
@article{YUAN2023106487,
  title = "Painless and accurate medical image analysis using deep reinforcement learning with task-oriented homogenized automatic pre-processing",
  author = "Di Yuan and Yunxin Liu and Zhenghua Xu and Yuefu Zhan and Junyang Chen and Thomas Lukasiewicz",
  year = "2023",
  issn = "0010-4825",
  journal = "Computers in Biology and Medicine",
  keywords = "Homogenized automatic pre-processing, Deep reinforcement learning, Medical image analysis, Policy gradient, Pediatric pneumonia classification",
  month = "February",
  pages = "106487",
  url = "https://doi.org/10.1016/j.compbiomed.2022.106487",
  volume = "153",
}
@article{YUAN2023106963,
  title = "μ-Net: Medical image segmentation using efficient and effective deep supervision",
  author = "Di Yuan and Zhenghua Xu and Biao Tian and Hening Wang and Yuefu Zhan and Thomas Lukasiewicz",
  year = "2023",
  issn = "0010-4825",
  journal = "Computers in Biology and Medicine",
  keywords = "Medical image segmentation, Deep supervised learning, Similarity principle of deep supervision, Tied-weight decoder",
  month = "June",
  pages = "106963",
  url = "https://doi.org/10.1016/j.compbiomed.2023.106963",
  volume = "160",
}
@inproceedings{ICASSP-2023,
  title = "Multi-Head Feature Pyramid Networks for Breast Mass Detection",
  author = "Hexiang Zhang and Zhenghua Xu and Dan Yao and Shuo Zhang and Junyang Chen and Thomas Lukasiewicz",
  year = "2023",
  booktitle = "Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023, Rhodes Island, Greece, 4-10 June 2023",
  publisher = "IEEE",
}
@inproceedings{WWBZZCLX-ICASSP-2023,
  title = "MPS-AMS: Masked Patches Selection and Adaptive Masking Strategy Based Self-Supervised Medical Image Segmentation",
  author = "Xiangtao Wang and  Ruizhi Wang and  Tian Biao and  Jiaojiao Zhang and  Shuo Zhang and  Junyang Chen and  Thomas Lukasiewicz and  Zhenghua Xu",
  year = "2023",
  booktitle = "Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023, Rhodes Island, Greece, 4-10 June 2023",
  publisher = "IEEE",
}
@inproceedings{WWXCL-ICASSP-2023,
  title = "MvCo-DoT: Multi-View Contrastive Domain Transfer Network for Medical Report Generation",
  author = "Ruizhi Wang and Xiangtao Wang and Zhenghua Xu and Wenting Xu and Junyang Chen and Thomas Lukasiewicz",
  year = "2023",
  booktitle = "Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023, Rhodes Island, Greece, 4-10 June 2023",
  publisher = "IEEE",
}
@inproceedings{XWLX-ICME-2023,
  title = "Adaptive-Masking Policy with Deep Reinforcement Learning for Self-Supervised Medical Image Segmentation",
  author = "Gang Xu and Shengxin Wang and Thomas Lukasiewicz and Zhenghua Xu",
  year = "2023",
  booktitle = "Proceedings of the IEEE International Conference on Multimedia and Expo, ICME 2023, Brisbane, Australia, July 10-14, 2023",
  publisher = "IEEE",
}
@article{XLLZCL-FBB-2023,
  title = "PAC-Net: Multi-Pathway FPN with Position Attention Guided Connections and Vertex Distance IoU for 3D Medical Image Detection",
  author = "Zhenghua Xu and Tianrun Li and Yunxin Liu and Yuefu Zhan and Junyang Chen and Thomas Lukasiewicz",
  year = "2023",
  journal = "Frontiers in Bioengineering and Biotechnology",
  month = "February",
  pages = "1049555",
  url = "https://doi.org/10.3389/fbioe.2023.1049555",
  volume = "11",
}
@article{ZZTLX-MIA-2022,
  title = "Multi-Modal Contrastive Mutual Learning and Pseudo-Label Re-Learning for Semi-Supervised Medical Image Segmentation",
  author = "Shuo Zhang and Jiaojiao Zhang and Biao Tian and Thomas Lukasiewicz and Zhenghua Xu",
  year = "2023",
  journal = "Medical Image Analysis",
  month = "January",
  pages = "102656",
  url = "https://doi.org/10.1016/j.media.2022.102656",
  volume = "83",
}
@article{TSC-LFZBXL-2022,
  title = "Toward Knowledge as a Service (KaaS): Predicting Popularity of Knowledge Services Leveraging Graph Neural Networks",
  author = "Haozhe Lin and Yushun Fan and Jia Zhang and Bing Bai and Zhenghua Xu and Thomas Lukasiewicz",
  year = "2022",
  journal = "IEEE Transactions on Services Computing",
  month = "January",
  number = "1",
  pages = "642--655",
  url = "https://doi.org/10.1109/TSC.2022.3145019",
  volume = "16",
}
@article{NC-XLYWCLFZ-2022,
  title = "ω-Net: Dual Supervised Medical Image Segmentation with Multi-Dimensional Self-Attention and Diversely-Connected Multi-Scale Convolution",
  author = "Zhenghua Xu and Shijie Liu and Di Yuan and Lei Wang and Junyang Chen and Thomas Lukasiewicz and Zhigang Fu and Rui Zhang",
  year = "2022",
  journal = "Neurocomputing",
  month = "August",
  pages = "177-190",
  url = "https://doi.org/10.1016/j.neucom.2022.05.053",
  volume = "500",
}
@inproceedings{AAAI-SSXLB-2022,
  title = "Reverse Differentiation via Predictive Coding",
  author = "Tommaso Salvatori and Yuhang Song and Zhenghua Xu and Thomas Lukasiewicz and Rafal Bogacz",
  year = "2022",
  booktitle = "Proceedings of the 36th AAAI Conference on Artificial Intelligence‚ AAAI 2022‚ Vancouver, BC, Canada, February 22 -- March 1‚ 2022",
  month = "February",
  pages = "8150--8158",
  publisher = "AAAI Press",
  url = "https://doi.org/10.1609/aaai.v36i7.20788",
}
@inproceedings{NeurIPS-SSHFSXBL-2021,
  title = "Associative Memories via Predictive Coding",
  author = "Tommaso Salvatori and Yuhang Song and Yujian Hong and Simon Frieder and Lei Sha and Zhenghua Xu and Rafal Bogacz and Thomas Lukasiewicz",
  year = "2021",
  booktitle = "Proceedings of the 35th Annual Conference on Neural Information Processing Systems, NeurIPS 2021",
  month = "December",
  url = "https://arxiv.org/abs/2109.08063",
}
@inproceedings{CVPR-WLHX-2021,
  title = "RSG: A Simple yet Effective Module for Learning Imbalanced Datasets",
  author = "Jianfeng Wang and Thomas Lukasiewicz and Xiaolin Hu and Jianfei Cai and Zhenghua Xu",
  year = "2021",
  booktitle = "Proceedings of the 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition‚ CVPR 2021‚ Virtual‚ June 19--25‚ 2021",
  month = "June",
  url = "https://openaccess.thecvf.com/content/CVPR2021/html/Wang_RSG_A_Simple_but_Effective_Module_for_Learning_Imbalanced_Datasets_CVPR_2021_paper.html",
}
@inproceedings{NeurIPS-SLXB-2020,
  title = "Can the Brain Do Backpropagation? --- Exact Implementation of Backpropagation in Predictive Coding Networks",
  author = "Yuhang Song and Thomas Lukasiewicz and Zhenghua Xu and Rafal Bogacz",
  year = "2020",
  booktitle = "Proceedings of the 34th Annual Conference on Neural Information Processing Systems‚ NeurIPS 2020‚ December 6--12‚ 2020",
  month = "December",
  url = "https://proceedings.neurips.cc/paper/2020/hash/fec87a37cdeec1c6ecf8181c0aa2d3bf-Abstract.html",
}
@inproceedings{XYLCMX-2020,
  title = "Hybrid Deep-Semantic Matrix Factorization for Tag-Aware Personalized Recommendation",
  author = "Zhenghua Xu and Di Yuan and Thomas Lukasiewicz and Cheng Chen and Yishu Miao and Guizhi Xu",
  year = "2020",
  booktitle = "Proceedings of the 2020 IEEE International Conference on Acoustics‚ Speech and Signal Processing‚ ICASSP 2020‚ Barcelona‚ Spain‚ May 4--8‚ 2020",
  month = "May",
  publisher = "IEEE Computer Society",
  url = "https://doi.org/10.1109/ICASSP40776.2020.9053044",
}
@inproceedings{SWLWAXXDW-AAAI-2020,
  title = "Arena: A General Evaluation Platform and Building Toolkit for Multi-Agent Intelligence",
  author = "Yuhang Song and Andrzej Wojcicki and Thomas Lukasiewicz and Jianyi Wang and Abi Aryan and Zhenghua Xu and Mai Xu and Zihan Ding and Lianlong Wu",
  year = "2020",
  booktitle = "Proceedings of the 34th National Conference on Artificial Intelligence‚ AAAI 2020‚ New York, New York, USA‚ February 7--12‚ 2020",
  editor = "Vincent Conitzer and Fei Sha",
  month = "February",
  publisher = "AAAI Press",
  url = "https://ojs.aaai.org/index.php/AAAI/article/view/6216",
}
@inproceedings{SWLXZWX-AAAI-2020,
  title = "Mega-Reward: Achieving Human-Level Play without Extrinsic Rewards",
  author = "Yuhang Song and Jianyi Wang and Thomas Lukasiewicz and Zhenghua Xu and Shangtong Zhang and Andrzej Wojcicki and Mai Xu",
  year = "2020",
  booktitle = "Proceedings of the 34th National Conference on Artificial Intelligence‚ AAAI 2020‚ New York, New York, USA‚ February 7--12‚ 2020",
  editor = "Vincent Conitzer and Fei Sha",
  month = "February",
  publisher = "AAAI Press",
  url = "https://ojs.aaai.org/index.php/AAAI/article/view/6040",
}
@inproceedings{LCXYLZ2019,
  title = "Long Text Analysis Using Sliced Recurrent Neural Networks with Breaking Point Information Enrichment",
  author = "Bo Li and Zehua Cheng and Zhenghua Xu and Wei Ye and Thomas Lukasiewicz and Shikun Zhang",
  year = "2019",
  booktitle = "Proceedings of the 2019 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2019, Brighton, UK, May 12-17, 2019",
  month = "May",
  publisher = "IEEE Computer Society",
  url = "https://doi.org/10.1109/ICASSP.2019.8683812",
}
@inproceedings{SWLXX-AAAI-2019,
  title = "Diversity-Driven Extensible Hierarchical Reinforcement Learning",
  author = "Yuhang Song and Jianyi Wang and Thomas Lukasiewicz and Zhenghua Xu and Mai Xu",
  year = "2019",
  booktitle = "Proceedings of the 33rd National Conference on Artificial Intelligence‚ AAAI 2019‚ Honolulu, Hawaii, USA‚ January 27 - February 1‚ 2019",
  editor = "Pascal Van Hentenryck and Zhi-Hua Zhou",
  month = "January",
  pages = "4992--4999",
  publisher = "AAAI Press",
  url = "https://doi.org/10.1609/aaai.v33i01.33014992",
}
@article{XTLMSC2018,
  title = "Lightweight Tag-Aware Personalized Recommendation on the Social Web Using Ontological Similarity",
  author = "Zhenghua Xu and Oana Tifrea-Marciuska and Thomas Lukasiewicz and Maria Vanina Martinez and Gerardo I. Simari and Cheng Chen",
  year = "2018",
  journal = "IEEE Access",
  month = "July",
  number = "1",
  pages = "35590-35610",
  url = "http://dx.doi.org/10.1109/ACCESS.2018.2850762",
  volume = "6",
}
@techreport{DBLP:journals/corr/abs-1708-03797,
  title = "Hybrid Deep-Semantic Matrix Factorization for Tag-Aware Personalized Recommendation",
  author = "Zhenghua Xu and Cheng Chen and Thomas Lukasiewicz and Yishu Miao",
  year = "2017",
  journal = "CoRR",
  url = "http://arxiv.org/abs/1708.03797",
  volume = "abs/1708.03797",
}
@inproceedings{XLCMM_IJCAI2017,
  title = "Tag-Aware Personalized Recommendation Using a Hybrid Deep Model",
  author = "Zhenghua Xu and Thomas Lukasiewicz and Cheng Chen and Yishu Miao and Xiangwu Meng",
  year = "2017",
  booktitle = "Proceedings of the 26th International Joint Conference on Artificial Intelligence, IJCAI 2017, Melbourne, Australia, August 19-25‚ 2017",
  editor = "Carles Sierra",
  month = "August",
  pages = "3196--3202",
  publisher = "IJCAI/AAAI Press",
  url = "https://www.ijcai.org/proceedings/2017/0446.pdf",
}
@inproceedings{CLMX2017,
  title = "Location-Aware News Recommendation Using Deep Localized Semantic Analysis",
  author = "Cheng  Chen and Thomas Lukasiewicz and Xiangwu Meng and Zhenghua Xu",
  year = "2017",
  booktitle = "Proceedings of the 22nd International Conference on Database Systems for Advanced Applications, DASFAA 2017, Suzhou, China, March 27-30, 2017",
  editor = "Selçuk Candan and Lei Chen and Torben Bach Pedersen",
  pages = "507--524",
  publisher = "Springer",
  series = "Lecture Notes in Computer Science",
  url = "http://dx.doi.org/10.1007/978-3-319-55753-3_32",
  volume = "10177",
}
@article{CMXL2017,
  title = "Location-Aware Personalized News Recommendation with Deep Semantic Analysis",
  author = "Cheng Chen and Xiangwu Meng and Zhenghua Xu and Thomas Lukasiewicz.",
  year = "2017",
  journal = "IEEE Access",
  month = "January",
  pages = "1624--1638",
  url = "http://dx.doi.org/10.1109/ACCESS.2017.2655150",
  volume = "5",
}
@inproceedings{XCLMM2016,
  title = "Tag-Aware Personalized Recommendation Using a Deep-Semantic Similarity Model with Negative Sampling",
  author = "Zhenghua Xu and Cheng Chen and Thomas Lukasiewicz and Yishu Miao and Xiangwu Meng",
  year = "2016",
  booktitle = "Proceedings of the 25th ACM International Conference on Information and Knowledge Management, CIKM 2016, Indianapolis, USA, October 24-28, 2016",
  editor = "Elisa Bertino and Fabio Crestani and Javed Mostafa and Jie Tang and Luo Si and Xiaofang Zhou",
  month = "October",
  pages = "1921-1924",
  publisher = "ACM Press",
  url = "http://doi.acm.org/10.1145/2983323.2983874",
}
@inproceedings{DBLP:conf/sum/XLT2014,
  title = "Improving Personalized Search on the Social Web Based on Similarities Between Users",
  author = "Zhenghua Xu and Thomas Lukasiewicz and Oana Tifrea-Marciuska",
  year = "2014",
  booktitle = "Proceedings of the 8th International Conference on Scalable Uncertainty Management, SUM 2014, Oxford, UK, September 15-17, 2014",
  editor = "Umberto Straccia and Andrea Cal\`{\i}",
  pages = "306-319",
  publisher = "Springer",
  series = "Lecture Notes in Computer Science",
  url = "http://dx.doi.org/10.1007/978-3-319-11508-5_26",
  volume = "8720",
}
@inproceedings{DBLP:conf/icde/XueZZXHX13,
  title = "Destination prediction by sub-trajectory synthesis and privacy protection against such prediction",
  author = "Andy Yuan Xue and Rui Zhang and Yu Zheng and Xing Xie and Jin Huang and Zhenghua Xu",
  year = "2013",
  booktitle = "29th IEEE International Conference on Data Engineering, ICDE 2013, Brisbane, Australia, April 8-12, 2013",
  editor = "Christian S. Jensen and Christopher M. Jermaine and Xiaofang Zhou",
  isbn = "978-1-4673-4909-3",
  pages = "254-265",
  publisher = "IEEE Computer Society",
  url = "http://dl.acm.org/citation.cfm?id=2511157",
}
@inproceedings{DBLP:conf/edbt/XuZRP12,
  title = "An adaptive algorithm for online time series segmentation with error bound guarantee",
  author = "Zhenghua Xu and Rui Zhang and Kotagiri Ramamohanarao and Udaya Parampalli",
  year = "2012",
  booktitle = "15th International Conference on Extending Database Technology, EDBT '12, Berlin, Germany, March 27-30, 2012, Proceedings",
  editor = "Elke A. Rundensteiner and Volker Markl and Ioana Manolescu and Sihem Amer-Yahia and Felix Naumann and Ismail Ari",
  isbn = "978-1-4503-0790-1",
  pages = "192-203",
  publisher = "ACM",
  url = "http://dl.acm.org/citation.cfm?id=2247620",
}
@inproceedings{DBLP:conf/adc/QiXXW12,
  title = "A Branch and Bound Method for Min-dist Location Selection Queries",
  author = "Jianzhong Qi and Zhenghua Xu and Yuan Xue and Zeyi Wen",
  year = "2012",
  booktitle = "Twenty-Third Australasian Database Conference, ADC 2012, Melbourne, Australia, January 2012",
  editor = "Rui Zhang and Yanchun Zhang",
  isbn = "978-1-921770-05-0",
  pages = "51-60",
  publisher = "Australian Computer Society",
  series = "CRPIT",
  volume = "124",
}