Robustness Learning via Inference-Softmax Cross Entropy in Misaligned Distribution of Image by Bingbing Song, Ruxin Wang, Wei He, Wei Zhou

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GCRL: a graph neural network framework for network connectivity robustness learning by Yu Zhang, Haowei Chen, Qiyu Chen, Jie Ding, Xiang Li

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FGCM: Noisy Label Learning via Fine-Grained Confidence Modeling by Shaotian Yan, Xiang Tian, Rongxin Jiang, Yaowu Chen

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Unsupervised Robust Multiple Kernel Learning via Extracting Local and Global Noises by Peng Zhou, Fan Ye, Liang Du

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Learning Accurate Pseudo-Labels via Feature Similarity in the Presence of Label Noise by Peng Wang, Xiaoxiao Wang, Zhen Wang , Yongfeng Dong

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Learning Lipschitz Feedback Policies From Expert Demonstrations: Closed-Loop Guarantees, Robustness and Generalization by Abed AlRahman Al Makdah, Vishaal Krishnan, Fabio Pasqualetti

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Gradient Agreement Hinders the Memorization of Noisy Labels by Shaotian Yan, Xiang Tian, Rongxin Jiang, Yaowu Chen

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Robust kernel extreme learning machines for postgraduate learning performance prediction by Hongxing Gao, Tianzi Xu, Nan Zhang

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A Hybrid Robust-Learning Architecture for Medical Image Segmentation with Noisy Labels by Jialin Shi, Chenyi Guo, Ji Wu

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A Robust Learning Methodology for Uncertainty-Aware Scientific Machine Learning Models by Erbet Almeida Costa, Carine de Menezes Rebello, Márcio Fontana, Leizer Schnitman, Idelfonso Bessa dos Reis Nogueira

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Sparsest Univariate Learning Models Under Lipschitz Constraint by Shayan Aziznejad, Thomas Debarre, Michael Unser

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Optimized robust learning framework based on big data for forecasting cardiovascular crises by Nadia G. Elseddeq, Sally M. Elghamrawy, Ali I. Eldesouky, Mofreh M. Salem

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Robustness of Adaptive Neural Network Optimization Under Training Noise by Subhajit Chaudhury, Toshihiko Yamasaki

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A robust Gated-PINN to resolve local minima issues in solving differential algebraic equations by SangJoon Lee, Byung-Tak Lee, Seok Kap Ko

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BoVW model based on adaptive local and global visual words modeling and log-based relevance feedback for semantic retrieval of the images by Ruqia Bibi, Zahid Mehmood, Rehan Mehmood Yousaf, Muhammad Tahir, Amjad Rehman, Muhammad Sardaraz, Muhammad Rashid

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Multiexpert Adversarial Regularization for Robust and Data-Efficient Deep Supervised Learning by Behnam Gholami, Qingfeng Liu, Mostafa El-Khamy, Jungwon Lee

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Robust deep semi-supervised learning with label propagation and differential privacy by Zhicong Yan, Shenghong Li, Zhongli Duan, Yuanyuan Zhao

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Robust Reinforcement Learning Under Dimension-Wise State Information Drop by Gyeongmin Kim, Jeonghye Kim, Suyoung Lee, Jaewoo Baek, Howon Moon, Sangheon Shin, Youngchul Sung

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Robust Classification of PolSAR Images Based on Pinball loss Support Vector Machine by ZHANG Lamei, ZHANG Siyu, DONG Hongwei, ZHU Sha

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