ML - 2022 - volume 111 论文列表 |
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Volume 111, Number 2, February 2022
Dimosthenis Pasadakis Christie Louis Alappat Olaf Schenk Gerhard Wellein
Model selection in reconciling hierarchical time series.
Mahdi Abolghasemi Rob J. Hyndman Evangelos Spiliotis Christoph Bergmeir
A flexible class of dependence-aware multi-label loss functions.Eyke Hüllermeier Marcel Wever Eneldo Loza Mencía Johannes Fürnkranz Michael Rapp
Achieving adversarial robustness via sparsity.Ningyi Liao Shufan Wang Liyao Xiang Nanyang Ye Shuo Shao Pengzhi Chu
Multi-target prediction for dummies using two-branch neural networks.Dimitrios Iliadis Bernard De Baets Willem Waegeman
Symbolic DNN-Tuner.Michele Fraccaroli Evelina Lamma Fabrizio Riguzzi
Inclusion of domain-knowledge into GNNs using mode-directed inverse entailment.Tirtharaj Dash Ashwin Srinivasan A. Baskar
Generalized vec trick for fast learning of pairwise kernel models.Markus Viljanen Antti Airola Tapio Pahikkala
ResGCN: attention-based deep residual modeling for anomaly detection on attributed networks.Yulong Pei Tianjin Huang Werner van Ipenburg Mykola Pechenizkiy
Non-technical losses detection in energy consumption focusing on energy recovery and explainability. Reinforcement learning for robotic manipulation using simulated locomotion demonstrations. A review on instance ranking problems in statistical learning.Volume 111, Number 1, January 2022
Zahra Atashgahi Ghada Sokar Tim van der Lee Elena Mocanu Decebal Constantin Mocanu Raymond N. J. Veldhuis Mykola Pechenizkiy
Understanding generalization error of SGD in nonconvex optimization.Yi Zhou Yingbin Liang Huishuai Zhang
Smoothing graphons for modelling exchangeable relational data.Yaqiong Li Xuhui Fan Ling Chen Bin Li Scott A. Sisson
ReliefE: feature ranking in high-dimensional spaces via manifold embeddings.Blaz Skrlj Saso Dzeroski Nada Lavrac Matej Petkovic
Boosting Poisson regression models with telematics car driving data.Guangyuan Gao He Wang Mario V. Wüthrich
InfoGram and admissible machine learning. SAMBA: safe model-based & active reinforcement learning.Alexander Imani Cowen-Rivers Daniel Palenicek Vincent Moens Mohammed Amin Abdullah Aivar Sootla Jun Wang Haitham Bou-Ammar
Inductive logic programming at 30.Andrew Cropper Sebastijan Dumancic Richard Evans Stephen H. Muggleton
Learning from interpretation transition using differentiable logic programming semantics.Kun Gao Hanpin Wang Yongzhi Cao Katsumi Inoue
How to measure uncertainty in uncertainty sampling for active learning.Vu-Linh Nguyen Mohammad Hossein Shaker Eyke Hüllermeier
Embed2Detect: temporally clustered embedded words for event detection in social media.Hansi Hettiarachchi Mariam Adedoyin-Olowe Jagdev Bhogal Mohamed Medhat Gaber
Stronger data poisoning attacks break data sanitization defenses.