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科研进展

添加6,315字节, 2025年4月8日 (星期二)

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= '''研究成果''' =

'''Selected Paper'''

2025

#QIangqiang He, Shuwei Qian, Chongjun Wang. FastVDT: Fast Transformer with Optimized Attention Masks and Positional Encoding for Visual Dialogue[J]. '''''IET Computer Vision''''', Accepted

#Haoyang Chen and etc. Towards Emotional Insights in Art: A Knowledge-Driven Framework Integrating Artistic Emotion Knowledge into Vision Language Models. In '''''Proceedings of IJCNN 2025''''', Accepted

#Changhong Xia and etc. step-Aware Confidence Estimation in Natural Language Reasoning. In '''''Proceedings of IJCNN 2025''''', Accepted

#Shuwei Qian and etc. TIMM: A Type-Induced Missing-aware Mixture-of-Experts Model for Imputing Missing Modalities . In '''''Proceedings of IJCNN 2025''''', Accepted

#Shuangjie Li, etc. Graph Neural Networks with Coarse- and Fine-Grained Division for Mitigating Label Sparsity and Noise Learning Systems. '''''Neural Networks'''''[J], Accepted

#Changfeng Ma, Ran Bi, Jie Guo, Chongjun Wang, Yanwen Guo. Sparse Point Cloud Patches Rendering via Splitting 2D Gaussians. In '''''Proceedings of CVPR 2025''''', Accepted

#Jie Zhang, Yirong Yao,  Wei He, Yiqun Niu, Chongjun Wang. Regret Optimization Experience Replay in Off-policy Reinforcement Learning. In '''''Proceedings of ICASSP 2025''''', Accepted

#QIang Qiang He, Shu Wei Qian, Jie Zhang, Chongjun Wang. Inference Retrieval-Augmented Multi-Modal Chain-of-Thoughts Reasoning for Language Models. In '''''Proceedings of ICASSP 2025''''', Accepted

#Haoyang Chen, Yi Xin, etc. KNOWLEDGE IS POWERFUL: ART KNOWLEDGE-DRIVEN FRAMEWORK FOR PAINTING STYLE CLASSIFICATION INTEGRATING MULTIMODAL KNOWLEDGE. In '''''Proceedings of ICASSP 2025''''', Accepted

#Baoming Zhang, MingCai Chen, Jianqing Song, Shuangjie Li, Jie Zhang, Chongjun Wang. Normalize then Propagate: Efficient Homophilous Regularization for Few-shot Semi-Supervised Node Classification. In '''''Proceedings of AAAI 2025''''', Accepted

#MingCai Chen, Yuntao Du., Wenyu Jiang, Baoming Zhang, Shuai Feng, Yi Xin, Chongjun Wang. Robust Logit Adjustment for Learning with Long-Tailed Noisy Data. In '''''Proceedings of AAAI 2025''''', Accepted

#Yuntao Du, Siqi Luo, yi Xin, MingCai Chen, Shuai Feng, Mujie Zhang, Chongjun Wang. Multi-source Fully Test-Time Adaptation[J]. '''Neural Networks''', 2025(181): 106661

2024

#~~Guo M~~Song J., etc. ~~SMILE: Spiking Multi~~Similarity-~~modal Interactive Label-guided Enhancement Network~~ Navigated Conformal Prediction for ~~Emotion Recognition~~Graph Neural Networks. In '''''Proceedings of ~~ICME~~NIPS 2024''''', Accepted #~~Yuntao Du~~Feng S., ~~Siqi Luo~~Wang C. When an Extra Rejection Class Meets Out-of-Distribution Detection in Long-tailed Image Classification Learning Systems. '''''Neural Networks''''', 2024，178: 106485 #He Q, .Jin C., Xia Y., Wang C. and Wang C.  Some Can Be Better Than All: Multimodals Star Transformer for Visual Dialog. In '''''Proceedings of IEEE ICIP''''''' 2024'', ~~MingCai Chen~~ Accepted #ZhangJ., ~~Chongjun Wang~~etc. ~~Multi~~ Shapley-~~source Fully Test~~Optimized Reinforcement Learning for Human-~~Time Adaptation~~Machine Collaboration Policy. In '''''Proceedings of ~~ICLR 2024~~ '''''<ib>''~~'Workshop PML4LRs'~~DASFAA 2024''</ib>, Accepted #Guo M., etc. SMILE: Spiking Multi-modal Interactive Label-guided Enhancement Network for Emotion Recognition. In '''''Proceedings of ICME 2024''''', Accepted #Liu Z., Xia C., He W., Wang C. Trustworthiness and Self-awareness in Large Language Models: An Exploration through the Think-Solve-Verify Framework. In '''''Proceedings of ''''''''Coling'''''''' 2024: 16855-16866'''''~~, Accepted~~ #Liu Z., ~~etc~~Qian S., Xia C., Wang C. '''Are Transformer-based Models More Robust than CNN-based Models?'''. '''Neural Networks''', ~~Accepted~~ 2024，172: 106091

#Li S., etc. SEEKING SIMILARITIES WHILE REMOVING DIFFERENCES: GRAPH NEURAL NETWORKS BASED ON NODE CORRELATION. In '''''Proceedings of ICASSP 2024''''', Accepted

#Liu Z., etc. Understanding Data Augmentation from a Robustness Perspective. In '''''Proceedings of ICASSP 2024''''', Accepted

#Liu Z., etc. From Game Theory to Visual Recognition: Advancing DNN Robustness. In '''''Proceedings of ICASSP 2024''''', Accepted

#Jiang W., etc. EDOS: Diverse Outlier Sampling for Out-of-Distribution Detection. In '''''Proceedings of ICLR 2024''''', Accepted

#Liu M., Kirill K., Wang C. The Implementations and Applications of Elliptic Curve Cryptography. In '''''Proceedings of CATA 2024'''''( 39th International Conference on Computers and Their Applications), '''Best Paper Award'''. #Feng S., Jin P., Wang C. CASE: Exploiting Intra-class Compactness and Inter-class Separability of Feature Embeddings for Out-of-Distribution Detection. In '''''Proceedings of AAAI 2024'''''~~, Accepted~~ #: 21081-21089 # Shanli Tan, Hao Cheng, Xiaohu Wu, Han Yu, Tiantian He, Yew Soon Ong, Chongjun Wang, Xiaofeng Tao. FedCompetitors: Harmonious Collaboration in Federated Learning with Competing Participants. In '''''Proceedings of AAAI 2024'''''~~, Accepted~~: 15231-15239 #Yuntao Du, Haiyang Yang, Mingcai Chen, Hongtao Luo, Juan Jiang, Chongjun Wang. Generation, Augmentation, and Alignment: A Pseudo-Source Domain Based Method for Source-Free Domain Adaptation.~~&nbsp~~Mach. Learn. 2024,113(6): 3611-3631 #Changfeng Ma, Yang Yang, Jie Guo, Mingqiang Wei, Chongjun Wang, Yanwen Guo, Wenping Wang.Collaborative Completion and Segmentation for Partial Point Clouds With Outliers[J].IEEE Trans. Vis. Comput. Graph, 2024,~~ Accepted~~30 (9): 6118-6129 #吴骏等.一种基于算法机制设计的社会法则合成方法.'''''软件学报'''''~~，录用~~, 2024, 35(3): 1440-1465

2023

#Cao M.,Chen M., Song J., Fang C., Wang C. A Flexible Debiasing Framework for Fair Heterogeneous Information Network Embedding. In '''''Proceedings of ECAI 2023''''',  2023, 343-350

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