2024年第2季度，数据科学学院教授团队共有54篇论文被国际顶级会议和期刊录用。

四月

李海洲

Rui Liu, Berrak Sisman, Guanglai Gao, Haizhou Li, Controllable Accented Text-to-Speech Synthesis With Fine and Coarse-Grained Intensity Rendering. IEEE ACM Trans. Audio Speech Lang. Process, Vol. 32, 2024. 已发表
https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10487819

Tianchi Liu, Kong Aik Lee, Qiongqiong Wang, Haizhou Li, Golden Gemini is All You Need: Finding the Sweet Spots for Speaker Verification. IEEE ACM Trans. Audio Speech Lang. Process, Vol. 32,2024. 已发表
https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10497864

武执政

Yicheng Gu, Xueyao Zhang, Liumeng Xue, Haizhou Li, Zhizheng Wu. An Investigation of Time-Frequency Representation Discriminators for High-Fidelity Vocoder, IEEE/ACM Transactions on Audio Speech and Language Processing. 校稿中
https://arxiv.org/abs/2404.17161

Li Wang, Jiaqi Li, Yuhao Luo, Jiahao Zheng, Lei Wang, Hao Li, Ke Xu, Chengfang Fang, Jie Shi, Zhizheng Wu. Advsv: An over-the-air adversarial attack dataset for speaker verification, ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 已发表
https://ieeexplore.ieee.org/abstract/document/10446549/

Jiaqi Li, Li Wang, Liumeng Xue, Lei Wang, Zhizheng Wu. An initial investigation of neural replay simulator for over-the-air adversarial perturbations to automatic speaker verification, ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 已发表
https://ieeexplore.ieee.org/abstract/document/10447811/

Masahito Hayashi

Masahito Hayashi, Alexander S. Holevo’s Researches in Quantum Information Theory in 20th Century. International Journal of Quantum Information. 已接受
https://doi.org/10.48550/arXiv.2404.16550

姚建峰

Xuran Meng, Jianfeng Yao, and Yuan Cao(2024). Multiple descent in the multiple random feature model. Journal of Machine Learning Research, 25(44), 1-49. 已发表
https://www.jmlr.org/papers/volume25/22-1389/22-1389.pdf

五月

李海洲

Jiaqi Yan, Qianhui Liu, Malu Zhang, Lang Feng, De Ma, Haizhou Li, Gang Pan, Efficient spiking neural network design via neural architecture search. Neural Networks, Vol. 173, 2024. 已发表
https://www.sciencedirect.com/science/article/pii/S0893608024000960?via%3Dihub

Xinyi Chen, Qu Yang, Jibin Wu, Haizhou Li, Kay Chen Tan, A Hybrid Neural Coding Approach for Pattern Recognition With Spiking Neural Networks. IEEE Trans. Pattern Anal. Mach. Intell, Vol. 46, 2024. 已发表
https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=10347028

Congcong Sun, Hui Tian, Peng Tian, Haizhou Li, Zhenxing Qian, Multi-Agent Deep Learning for the Detection of Multiple Speech Steganography Methods. IEEE ACM Trans. Audio Speech Lang. Process, Vol. 32, 2024. 已发表
https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10542460

Feng Jiang, Weihao Liu, Xiaomin Chu, Peifeng Li, Qiaoming Zhu, Haizhou Li, Advancing Topic Segmentation and Outline Generation in Chinese Texts: The Paragraph-level Topic Representation, Corpus, and Benchmark. LREC/COLING 2024. 已发表
https://aclanthology.org/2024.lrec-main.44.pdf

Danqing Luo, Chen Zhang, Yan Zhang, Haizhou Li, CrossTune: Black-Box Few-Shot Classification with Label Enhancement. LREC/COLING 2024. 已发表
https://aclanthology.org/2024.lrec-main.373.pdf

Yaxin Fan, Feng Jiang, Peifeng Li, Haizhou Li, Uncovering the Potential of ChatGPT for Discourse Analysis in Dialogue: An Empirical Study. LREC/COLING 2024. 已发表
https://aclanthology.org/2024.lrec-main.1477.pdf

Ganjun Liu, Xiaohui Hou, Meng Ge, Tao Zhang, Haizhou Li, Non-Intrusive Approach to Assessing Dysarthria Severity: Advancing Clinical Diagnosis. WWW (Companion Volume) 2024. 已发表
https://dl.acm.org/doi/pdf/10.1145/3589335.3651449

张大鹏

Xin Feng, Jingyuan Li, Haobo Ji, Wenjie Pei, Guangming Lu, David Zhang (X.Q. Deng Presidential Chair Professor), Contrastive feature decomposition for single image layer separation, Neural Computing and Applications. 已发表
https://doi.org/10.1007/s00521-024-09478-4

Fan Zhang, Huiying Liu, Xiaojun Duan, Binglu Wang, Qing Cai, Huafeng Li, Junyu Dong, David Zhang (X.Q. Deng Presidential Chair Professor), DSLSM: Dual-kernel-induced statistic level set model for image segmentation, Expert Systems with Applications. 已发表
https://doi.org/10.1016/j.eswa.2023.122772

张瑞茂

Shunlin Lu, Ling-Hao Chen, Ailing Zeng, Jing Lin, Ruimao Zhang, Lei Zhang, Heung-Yeung Shum, "Human TOMATO: Text-aligned Whole-body Motion Generation“, Proc. of International Conference on Machine Learning (ICML), 2024. 已接受

Masahito Hayashi

Hayato Arai, Masahito Hayashi, Derivation of Standard Quantum Theory via State Discrimination. New Journal of Physics. 26 053046 (2024). 已发表
DOI 10.1088/1367-2630/ad4d18

钟叶青

Shihao Hong and Yeh-Ching Chung, "ReShare: a Resource-Efficient Weight Pattern Sharing Scheme for Memristive DNN Accelerators," Proceedings of IEEE International Symposium on Circuits & Systems (ISCAS), May 2024. (CCF C). 已发表
https://www.cs.nthu.edu.tw/~ychung/conference/ISCAS-2024.pdf

贺品嘉

Zhouruixing Zhu, Cheryl Lee, Xiaoying Tang, Pinjia He. HeMiRCA: Fine-Grained Root Cause Analysis for Microservices with Heterogeneous Data Sources. ACM Transactions on Software Engineering and Methodology, 2024. 已接受

方一向

Wensheng Luo, Yixiang Fang, Chunxu Lin, Yingli Zhou. Efficient Parallel D-core Decomposition at Scale. Proceedings of the VLDB Endowment (PVLDB), 2024. 已接受

Yuanyuan Zeng, Chenhao Ma, Yixiang Fang. Distributed Shortest Distance Labeling on Large-Scale Graphs. Proceedings of the VLDB Endowment (PVLDB), 2024. 已接受

Satoshi Nakamura

Xi Chen, Songyang Zhang, Qibing Bai, Kai Chen, Satoshi Nakamura. LLaST: Improved End-to-end Speech Translation System Leveraged by Large Language Models, ACL 2024. 已接受

六月

李海洲

Ruihang Ji, Shuzhi Sam Ge, Kai Zhao, Haizhou Li, Event-Triggered Tracking Control for Nonlinear Systems With Prescribed Performance. IEEE Trans. Syst. Man Cybern. Syst, Vol. 54-2024-已发表
https://www.researchgate.net/publication/378383398_Event-Triggered_Tracking_Control_for_Nonlinear_Systems_With_Prescribed_Performance

武执政

Junyi Ao, Yuancheng Wang, Xiaohai Tian, Dekun Chen, Jun Zhang, Lu Lu, Yuxuan Wang, Haizhou Li, Zhizheng Wu. SD-Eval: A Benchmark Dataset for Spoken Dialogue Understanding Beyond Words,Neurips 2024 dataset and benchmark track. 已发表
https://arxiv.org/abs/2406.13340

Yicheng Gu, Xueyao Zhang, Liumeng Xue, Zhizheng Wu. Multi-scale sub-band constant-q transform discriminator for high-fidelity vocoder, ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 已发表
https://ieeexplore.ieee.org/abstract/document/10448436/

刘桂良

Guanren Qiao, Guorui Quan, Rongxiao Qu, Guiliang Liu. Modeling Competitive Behaviors in Autonomous Driving Under Generative World Model. European Conference on Computer Vision (ECCV) 2024. 已接受

Guorui Quan, zhiqiang xu, Guiliang Liu. Learning Constraints from Offline Demonstrations via Superior Distribution Correction Estimation. International Conference on Machine Learning (ICML) 2024. 已发表

Sheng Xu, Guiliang Liu. Robust Inverse Constrained Reinforcement Learning under Model Misspecification. International Conference on Machine Learning (ICML) 2024. 已发表
https://openreview.net/forum?id=pkUl39b0in

Sriram Ganapathi Subramanian, Guiliang Liu, Mohammed Elmahgiubi, Kasra Rezaee, Pascal Poupart. Confidence Aware Inverse Constrained Reinforcement Learning. International Conference on Machine Learning (ICML) 2024. 已发表
https://arxiv.org/html/2406.16782v1

Sheng Xu, Oliver Schulte, Yudong Luo, Pascal Poupart, Guiliang Liu. Risk, Reward, and Reinforcement Learning in Hockey Analytics. Invited Book Chapter in Artificial intelligence and machine learning in sports science 2024. 已接受

Masahito Hayashi

Ryuji Takagi, Masahito Hayashi, When quantum memory is useful for dense coding. Letters in Mathematical Physics 114, 88 (2024). 已发表
https://doi.org/10.1007/s11005-024-01831-x

蒋理

Chen Shi, Shaoshuai Shi, Li Jiang. MTR v3: 1st Place Solution for 2024 Waymo Open Dataset Challenge - Motion Prediction. Waymo Motion Prediction Challenge at Workshop on Autonomous Driving of CVPR (CVPRW), 2024. 已接受

Ajay Jasra

Cui, T., Dong X., Jasra A. and Tong, X. Convergence speed and approximation of numerical MCMC. 2024. Advances in Applied Probability. 校稿中

Jasra, A., Kamatani, K. and Maama, M. Multilevel particle filters for a class of partially observed piecewise deterministic Markov processes. 2024. SIAM Journal on Scientific Computing. 校稿中

Del Moral, P., Hu, S., Jasra, A., Ruzayqat, H. And Wang X. Bayesian parameter inference for partially observed diffusions using multilevel stochastic Runge-Kutta methods. 2024. International Journal for Uncertainty Quantification. 校稿中
https://www.dl.begellhouse.com/journals/52034eb04b657aea,forthcoming,51131.html

Jasra, A., Maama, M. and Ombao, H. Antithetic Multilevel Particle Filters. 2024. Advances in Applied Probability. 校稿中
https://www.cambridge.org/core/journals/advances-in-applied-probability/article/antithetic-multilevel-particle-filters/3AAC5EBE7950BD267C94C117D279FB96

陈天石

Meng Zhang, Tianshi Chen, and Biqiang Mu. A Family of Hyper-parameter Estimators Linking EB and SURE for Kernel-based Regularization Methods. IEEE Transactions on Automatic Control, 2024. 已接受
http://doi.org/10.1109/TAC.2024.3416162

Andre Milzarek

Wenqing Ouyang and Andre Milzarek. A trust region-type normal map-based semismooth Newton method for nonsmooth nonconvex composite optimization. Mathematical Programming. 已接受
https://doi.org/10.48550/arXiv.2106.09340

贺品嘉

Ying Fu, Meng Yan, Pinjia He, Chao Liu, Xiaohong Zhang, Dan Yang. End-to-End Log Statement Generation at Block-Level. Journal of Systems and Software, 2024. 已接受

方一向

Yingli Zhou, Yixiang Fang, Chenhao Ma, Tianci Hou (SDS本科生), Xin Huang. Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks. Proceedings of the VLDB Endowment (PVLDB), 2024. 已接受

于伦

Lun Yu, Seyed Iravani, and Ohad Perry. Asymptotically Optimal Clearing Control of Backlogs in Multiclass Processing Systems. Operations Research. 已发表
https://pubsonline.informs.org/doi/abs/10.1287/opre.2022.0570

马晨昊

Yuanyuan Zeng, Chenhao Ma, Yixiang Fang. Distributed Shortest Distance Labeling on Large-Scale Graphs, In Proceedings of the VLDB Endowment (PVLDB), 2024. 已接受

Yichen Xu, Chenhao Ma, Yixiang Fang, Zhifeng Bao. Efficient and Effective Algorithms for Densest Subgraph Discovery and Maintenance, In The VLDB Journal, 2024. 已接受

Xiaolin Han, Tobias Grubenmann, Chenhao Ma, Xiaodong Li, Wenya Sun, Sze Chun Wong, Xuequn Shang, Reynold Cheng. FDM: Effective and Efficient Incident Detection on Sparse Trajectory Data, In Information Systems, 2024. 已接受

Ge Qu, Jinyang Li, Bowen Li, Bowen Qin, Nan Huo, Chenhao Ma, Reynold Cheng. Before Generation, Align it! A Novel and Effective Strategy for Mitigating Hallucinations in Text-to-SQL Generation, In Annual Meeting of the Association for Computational Linguistics, Findings (ACL), 2024. 已接受

Jingbang Chen, Qiuyang Mang, Hangrui Zhou, Richard Peng, Yu Gao, Chenhao Ma. Scalable Algorithm for Finding Balanced Subgraphs with Tolerance in Signed Networks, In SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2024. 已接受

Yingli Zhou, Yixiang Fang, Chenhao Ma, Tianci Hou (SDS本科生), Xin Huang. Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks. Proceedings of the VLDB Endowment (PVLDB), 2024. 已接受

茅剑锋

Chi Li, Linhao Yu, Jianfeng Mao, Wei Cong, Zibin Pan, Yuhao Du, Lianmin Zhang, "How did international air transport networks influence the spread of COVID-19? A spatial and temporal modeling perspective", Transportation Research Part C: Emerging Technologies, 2024. 已接受

Changpeng Yang, Jianfeng Mao, Xiongwen Qian, Edmond Q. Wu, "Robustness Optimization of Air Transportation Network with Total Route Cost Constraint", IEEE Transactions on Automation Science and Engineering, 2024. 已接受

Chi Li, Jianfeng Mao, Lingyi Li, Lianmin Zhang, Jianyu Zhu, Zibin Pan, "Flight Delay Propagation Modeling: Data, Methods, and Future Opportunities", Transportation Research Part E: Logistics and Transportation Review, 185, 103525, 2024. 已接受

王本友

Zhengyang Tang, Xingxing Zhang, Benyou Wang, Furu Wei. MathScale: Scaling Instruction Tuning for Mathematical Reasoning. ICML 2024. 已接受

Chuyi Kong, Yaxin, FAN, Xiang Wan, Feng Jiang, Benyou Wang. PlatoLM: Teaching LLMs via a Socratic Questioning User Simulator. ACL 2024. 已接受

Zhiyuan Fan, Zhihong Chen, Benyou Wang. Exploring the Potential of Dense Information in Multimodal Alignment. Findings of ACL 2024. 已发表

Chen Zhang, Benyou Wang, Dawei Song. On Elastic Language Models. ACM Transaction on Information Systems. 已发表