Loss-Margin-Based Sample Reweighting for Noise-Robust Traffic Sign Recognition with AdaBoost-CNN

Συγγραφείς: Guo, Zhenhao, Guo, Junbin, He, Guanxiong, Yu, Chuanqiang

Πηγή: 2026 6th International Conference on Computer Science and Blockchain (CCSB) Computer Science and Blockchain (CCSB), 2026 6th International Conference on. :738-744 Aug, 2026

Relation: 2026 6th International Conference on Computer Science and Blockchain (CCSB)

A Multi-Dimensional Benchmark of HTE Estimators for Decision Support

Συγγραφείς: Zhang, Yaxin, Wang, Quandong, Zhu, Xiaomin, Liu, Bo, You, Guangrong

Πηγή: 2026 12th International Conference on Big Data and Information Analytics (BigDIA) Big Data and Information Analytics (BigDIA), 2026 12th International Conference on. :621-628 Aug, 2026

Relation: 2026 12th International Conference on Big Data and Information Analytics (BigDIA)

Artifact-Robust Graph-Based Learning in Digital Pathology

Συγγραφείς: Gheshlaghi, S.H., Aryal, M., Yahyasoltani, N., Ganji, M.

Πηγή: IEEE Transactions on Artificial Intelligence IEEE Trans. Artif. Intell. Artificial Intelligence, IEEE Transactions on. 7(10):5383-5392 Oct, 2026

Data-Centric Challenges, Techniques, and Impacts: A Survey on Image Data Perturbation

Συγγραφείς: Zhang, P., Bai, G., Xu, X., Huang, Z.

Πηγή: IEEE Transactions on Knowledge and Data Engineering IEEE Trans. Knowl. Data Eng. Knowledge and Data Engineering, IEEE Transactions on. 38(9):5736-5764 Sep, 2026

Kernel-Residual Aware Restricted Kernel Machines for Robust Classification

Συγγραφείς: Kumari, Anuradha, Suykens, Johan AK

Πηγή: 2026 6th International Conference on Electrical, Computer and Energy Technologies (ICECET) Electrical, Computer and Energy Technologies (ICECET), 2026 6th International Conference on. :1-7 Jul, 2026

Relation: 2026 6th International Conference on Electrical, Computer and Energy Technologies (ICECET)

Machine Learning for Modern Cybersecurity: Trend-Driven Architectures, Threat Models, and Quantitative Evaluation

Συγγραφείς: Vummaneni, Naga Sujitha, Kumar, Ishan, Mittal, Adarsh, Bharadwaj, Srilakshmi, Varshney, Himani

Πηγή: 2026 Technology and Innovation Conference (TIC) Technology and Innovation Conference (TIC), 2026. :1-12 Jun, 2026

Relation: 2026 Technology and Innovation Conference (TIC)

A Robust Stochastic Configuration Network with Huber-Based Sample Reweighting for Short-Term Load Forecasting

Συγγραφείς: Du, Zhiwei, Dang, Gang, Cheng, Lan

Πηγή: 2026 5th Conference on Fully Actuated System Theory and Applications (FASTA) Fully Actuated System Theory and Applications (FASTA), 2026 5th Conference on. :1377-1382 May, 2026

Relation: 2026 5th Conference on Fully Actuated System Theory and Applications (FASTA)

3D-Learning: Diffusion-Augmented Distributionally Robust Decision-Focused Learning

Συγγραφείς: Wen, Jiaqi, Fan, Lei, Yang, Jianyi

Πηγή: IEEE INFOCOM 2026 - IEEE Conference on Computer Communications Computer Communications, IEEE INFOCOM 2026 - IEEE Conference on. :1-10 May, 2026

Relation: IEEE INFOCOM 2026 - IEEE Conference on Computer Communications

Maximum Correntropy Based Two-Stage Deep One-Class Classification for Robust Learning

Συγγραφείς: Tu, Xiaoyun, Lin, Peng, Wang, Tianlei, Cao, Jiuwen

Πηγή: 2026 38th Chinese Control and Decision Conference (CCDC) Chinese Control and Decision Conference (CCDC), 2026 38th. :7229-7234 May, 2026

Relation: 2026 38th Chinese Control and Decision Conference (CCDC)

Adaptive Fusion Intelligence for Robust Emotion Recognition in Multimodal Systems under Modality Degradation and Failure Conditions

Συγγραφείς: Bob, Variganji Agaphi, Kumawat, Bhawesh, Kiran, K, Haldorai, Anandakumar, Sharma, Gaurav, Sikarwar, Shailendra Singh

Πηγή: 2026 2nd International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI) Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI), 2026 2nd International Conference on. :1-4 May, 2026

Relation: 2026 2nd International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI)

Dynamic Uncertainty Learning with Noisy Correspondence for Text-based Person Retrieval

Συγγραφείς: Xie, Zequn, Wang, Chuxin, Cai, Sihang, Feng, Fangming, Luo, Guijin, Zhang, Qifei, Chen, Jingyuan, Jin, Tao

Πηγή: ACM Transactions on Information Systems. 44(7):1-27

Διαθεσιμότητα: http://dl.acm.org/doi/10.1145/3831683

Robust Graph Learning on the Web: Challenges, Methods, and Applications

Συγγραφείς: Ao, Xiang, Liu, Yang, Pang, Guansong, Ding, Yuanhao, Qiao, Hezhe, Cheng, Dawei, He, Qing

Πηγή: Companion Proceedings of the ACM Web Conference 2026. :62-65

Διαθεσιμότητα: http://dl.acm.org/doi/10.1145/3774905.3793923

Improved Machine Learning Algorithm for Robust Autonomous Operation of Unmanned Systems

Συγγραφείς: Zhang, Tianpeng

Πηγή: Proceedings of the 2026 6th International Conference on Internet of Things and Machine Learning. :210-213

Διαθεσιμότητα: http://dl.acm.org/doi/10.1145/3838457.3838490

Weighted Knowledge Distillation with DisturbLabel for Robust Learning

Συγγραφείς: Koh, Doyoung, Kim, Taehoon, Lee, Sehun, Kim, Namgi

Πηγή: 2026 Seventeenth International Conference on Ubiquitous and Future Networks (ICUFN) Ubiquitous and Future Networks (ICUFN), 2026 Seventeenth International Conference on. :1103-1105 Jul, 2026

Relation: 2026 Seventeenth International Conference on Ubiquitous and Future Networks (ICUFN)

Generalization Properties of Robust Learning With Random Features

Συγγραφείς: Wang, C.

Πηγή: IEEE Transactions on Pattern Analysis and Machine Intelligence IEEE Trans. Pattern Anal. Mach. Intell. Pattern Analysis and Machine Intelligence, IEEE Transactions on. 48(7):8199-8215 Jul, 2026

Prompt Disentanglement via Language Guidance and Representation Alignment for Domain Generalization

Συγγραφείς: Cheng, D., Xu, Z., Jiang, X., Li, D., Wang, N., Gao, X.

Πηγή: IEEE Transactions on Pattern Analysis and Machine Intelligence IEEE Trans. Pattern Anal. Mach. Intell. Pattern Analysis and Machine Intelligence, IEEE Transactions on. 48(6):6799-6816 Jun, 2026

Resilience-Oriented Robust Learning Model for Detecting Emerging Cyber Attacks in Heterogeneous IoT Networks

Συγγραφείς: Iqbal, K.T. Fahad, R., Hemavathi, P., Vijayaragavan

Πηγή: 2026 International Conference on Trends in Quantum Computing and Emerging Business Technologies (TQCEBT) Trends in Quantum Computing and Emerging Business Technologies (TQCEBT), 2026 International Conference on. :1-6 Apr, 2026

Relation: 2026 International Conference on Trends in Quantum Computing and Emerging Business Technologies (TQCEBT)

RobustFormer: Noise-Robust Pre-training for Images and Videos

Συγγραφείς: Bastola, Ashish, Luitel, Nishant, Wang, Hao, Paudel, Danda Pani, Poudel, Roshni, Razi, Abolfazl

Πηγή: 2026 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) WACV Applications of Computer Vision (WACV), 2026 IEEE/CVF Winter Conference on. :2284-2294 Mar, 2026

Relation: 2026 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Robust Learning with Noisy Labels via Instance Partition and Feature Mixing

Συγγραφείς: Guo, Taimin, Wang, Zhen, Wu, Guifang, Dong, Yongfeng

Πηγή: Proceedings of the 2026 3rd International Conference on Machine Learning and Intelligent Computing. :30-38

Διαθεσιμότητα: http://dl.acm.org/doi/10.1145/3829441.3829446

iQ-Guard: An Effective and Noise-Resistant Framework for Graph Fraud Detection on iQIYI Platform

Συγγραφείς: Huang, Yuting, Fang, Ziquan, Zhou, Zhengjie, Luo, Tinghui, Chen, Lu, Ji, Surun, Zheng, Huimei, Lu, Mingfan, Chen, Fangshu, Gao, Yunjun

Πηγή: Proceedings of the ACM Web Conference 2026. :7943-7954

Διαθεσιμότητα: http://dl.acm.org/doi/10.1145/3774904.3792837