Huisman, Mike; Moerland, Thomas M.; Plaat, Aske; van Rijn, Jan N. Are LSTMs good few-shot learners? (English) Zbl 07786423 Mach. Learn. 112, No. 11, 4635-4662 (2023). MSC: 68T05 68T07 PDFBibTeX XMLCite \textit{M. Huisman} et al., Mach. Learn. 112, No. 11, 4635--4662 (2023; Zbl 07786423) Full Text: DOI arXiv OA License
Garcia-Piqueras, Manuel; Hernández-Orallo, Jose Heuristic search of optimal machine teaching curricula. (English) Zbl 1524.68276 Mach. Learn. 112, No. 10, 4049-4080 (2023). MSC: 68T05 68T20 PDFBibTeX XMLCite \textit{M. Garcia-Piqueras} and \textit{J. Hernández-Orallo}, Mach. Learn. 112, No. 10, 4049--4080 (2023; Zbl 1524.68276) Full Text: DOI OA License
Korycki, Łukasz; Krawczyk, Bartosz Adversarial concept drift detection under poisoning attacks for robust data stream mining. (English) Zbl 1525.68117 Mach. Learn. 112, No. 10, 4013-4048 (2023). MSC: 68T05 68W27 PDFBibTeX XMLCite \textit{Ł. Korycki} and \textit{B. Krawczyk}, Mach. Learn. 112, No. 10, 4013--4048 (2023; Zbl 1525.68117) Full Text: DOI arXiv
Bertsimas, Dimitris; Pawlowski, Colin Tensor completion with noisy side information. (English) Zbl 07753630 Mach. Learn. 112, No. 10, 3945-3976 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{D. Bertsimas} and \textit{C. Pawlowski}, Mach. Learn. 112, No. 10, 3945--3976 (2023; Zbl 07753630) Full Text: DOI OA License
Morel, Rolf; Cropper, Andrew Learning logic programs by explaining their failures. (English) Zbl 07753629 Mach. Learn. 112, No. 10, 3917-3943 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{R. Morel} and \textit{A. Cropper}, Mach. Learn. 112, No. 10, 3917--3943 (2023; Zbl 07753629) Full Text: DOI arXiv OA License
Bai, Yun; Tian, Ganglin; Kang, Yanfei; Jia, Suling A hybrid ensemble method with negative correlation learning for regression. (English) Zbl 07753628 Mach. Learn. 112, No. 10, 3881-3916 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{Y. Bai} et al., Mach. Learn. 112, No. 10, 3881--3916 (2023; Zbl 07753628) Full Text: DOI arXiv
Zhou, Xiaowei; Tsang, Ivor W.; Yin, Jie LADDER: latent boundary-guided adversarial training. (English) Zbl 07753627 Mach. Learn. 112, No. 10, 3851-3879 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{X. Zhou} et al., Mach. Learn. 112, No. 10, 3851--3879 (2023; Zbl 07753627) Full Text: DOI arXiv OA License
Fremont, Daniel J.; Kim, Edward; Dreossi, Tommaso; Ghosh, Shromona; Yue, Xiangyu; Sangiovanni-Vincentelli, Alberto L.; Seshia, Sanjit A. Scenic: a language for scenario specification and data generation. (English) Zbl 07753626 Mach. Learn. 112, No. 10, 3805-3849 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{D. J. Fremont} et al., Mach. Learn. 112, No. 10, 3805--3849 (2023; Zbl 07753626) Full Text: DOI arXiv OA License
Tu, Jiyuan; Liu, Weidong; Mao, Xiaojun Byzantine-robust distributed sparse learning for \(M\)-estimation. (English) Zbl 07753625 Mach. Learn. 112, No. 10, 3773-3804 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{J. Tu} et al., Mach. Learn. 112, No. 10, 3773--3804 (2023; Zbl 07753625) Full Text: DOI
Beaulac, Cédric A moment-matching metric for latent variable generative models. (English) Zbl 07753624 Mach. Learn. 112, No. 10, 3749-3772 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{C. Beaulac}, Mach. Learn. 112, No. 10, 3749--3772 (2023; Zbl 07753624) Full Text: DOI arXiv OA License
Berkenkamp, Felix; Krause, Andreas; Schoellig, Angela P. Bayesian optimization with safety constraints: safe and automatic parameter tuning in robotics. (English) Zbl 07753623 Mach. Learn. 112, No. 10, 3713-3747 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{F. Berkenkamp} et al., Mach. Learn. 112, No. 10, 3713--3747 (2023; Zbl 07753623) Full Text: DOI arXiv OA License
Strong, Christopher A.; Wu, Haoze; Zeljić, Aleksandar; Julian, Kyle D.; Katz, Guy; Barrett, Clark; Kochenderfer, Mykel J. Global optimization of objective functions represented by ReLU networks. (English) Zbl 07753622 Mach. Learn. 112, No. 10, 3685-3712 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{C. A. Strong} et al., Mach. Learn. 112, No. 10, 3685--3712 (2023; Zbl 07753622) Full Text: DOI arXiv
Deng, Yian; Mu, Tingting Faster Riemannian Newton-type optimization by subsampling and cubic regularization. (English) Zbl 1518.68296 Mach. Learn. 112, No. 9, 3527-3589 (2023). MSC: 68T05 65K10 90C26 90C30 PDFBibTeX XMLCite \textit{Y. Deng} and \textit{T. Mu}, Mach. Learn. 112, No. 9, 3527--3589 (2023; Zbl 1518.68296) Full Text: DOI arXiv
Li, Jingzheng; Sun, Hailong NaCL: noise-robust cross-domain contrastive learning for unsupervised domain adaptation. (English) Zbl 1518.68307 Mach. Learn. 112, No. 9, 3473-3496 (2023). MSC: 68T05 62H30 62P10 68T20 PDFBibTeX XMLCite \textit{J. Li} and \textit{H. Sun}, Mach. Learn. 112, No. 9, 3473--3496 (2023; Zbl 1518.68307) Full Text: DOI
Brenning, Alexander Interpreting machine-learning models in transformed feature space with an application to remote-sensing classification. (English) Zbl 1518.68291 Mach. Learn. 112, No. 9, 3455-3471 (2023). MSC: 68T05 62H25 PDFBibTeX XMLCite \textit{A. Brenning}, Mach. Learn. 112, No. 9, 3455--3471 (2023; Zbl 1518.68291) Full Text: DOI
Zhang, Chunming; Zhu, Lixing; Shen, Yanbo Robust estimation in regression and classification methods for large dimensional data. (English) Zbl 1518.62019 Mach. Learn. 112, No. 9, 3361-3411 (2023). MSC: 62R07 68T09 62H15 62H20 68T05 PDFBibTeX XMLCite \textit{C. Zhang} et al., Mach. Learn. 112, No. 9, 3361--3411 (2023; Zbl 1518.62019) Full Text: DOI
Tan, Sarah; Hooker, Giles; Koch, Paul; Gordo, Albert; Caruana, Rich Considerations when learning additive explanations for black-box models. (English) Zbl 1518.68323 Mach. Learn. 112, No. 9, 3333-3359 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{S. Tan} et al., Mach. Learn. 112, No. 9, 3333--3359 (2023; Zbl 1518.68323) Full Text: DOI arXiv
Daniele, Alessandro; van Krieken, Emile; Serafini, Luciano; van Harmelen, Frank Refining neural network predictions using background knowledge. (English) Zbl 1518.68295 Mach. Learn. 112, No. 9, 3293-3331 (2023). MSC: 68T05 68T20 68T37 PDFBibTeX XMLCite \textit{A. Daniele} et al., Mach. Learn. 112, No. 9, 3293--3331 (2023; Zbl 1518.68295) Full Text: DOI arXiv
Altinisik, Enes; Messaoud, Safa; Sencar, Husrev Taha; Chawla, Sanjay A3T: accuracy aware adversarial training. (English) Zbl 1518.68286 Mach. Learn. 112, No. 9, 3191-3210 (2023). MSC: 68T05 68M25 68T07 PDFBibTeX XMLCite \textit{E. Altinisik} et al., Mach. Learn. 112, No. 9, 3191--3210 (2023; Zbl 1518.68286) Full Text: DOI arXiv
Schnörr, David; Schnörr, Christoph Learning system parameters from Turing patterns. (English) Zbl 1518.68319 Mach. Learn. 112, No. 9, 3151-3190 (2023). MSC: 68T05 35B36 35K57 92C15 PDFBibTeX XMLCite \textit{D. Schnörr} and \textit{C. Schnörr}, Mach. Learn. 112, No. 9, 3151--3190 (2023; Zbl 1518.68319) Full Text: DOI arXiv
Vera, Matias; Rey Vega, Leonardo; Piantanida, Pablo The role of mutual information in variational classifiers. (English) Zbl 1518.68325 Mach. Learn. 112, No. 9, 3105-3150 (2023). MSC: 68T05 62B10 62H30 94A17 PDFBibTeX XMLCite \textit{M. Vera} et al., Mach. Learn. 112, No. 9, 3105--3150 (2023; Zbl 1518.68325) Full Text: DOI arXiv
Gu, Bin; Zhang, Chenkang; Huo, Zhouyuan; Huang, Heng A new large-scale learning algorithm for generalized additive models. (English) Zbl 1518.68301 Mach. Learn. 112, No. 9, 3077-3104 (2023). MSC: 68T05 62G08 90C15 90C90 PDFBibTeX XMLCite \textit{B. Gu} et al., Mach. Learn. 112, No. 9, 3077--3104 (2023; Zbl 1518.68301) Full Text: DOI
Loog, Marco; Krijthe, Jesse H.; Bicego, Manuele Also for \(k\)-means: more data does not imply better performance. (English) Zbl 1518.68310 Mach. Learn. 112, No. 8, 3033-3050 (2023). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{M. Loog} et al., Mach. Learn. 112, No. 8, 3033--3050 (2023; Zbl 1518.68310) Full Text: DOI
Zhou, Shuisheng; Zhou, Wendi Unified SVM algorithm based on LS-DC loss. (English) Zbl 1518.68336 Mach. Learn. 112, No. 8, 2975-3002 (2023). MSC: 68T05 65K10 90C25 90C26 PDFBibTeX XMLCite \textit{S. Zhou} and \textit{W. Zhou}, Mach. Learn. 112, No. 8, 2975--3002 (2023; Zbl 1518.68336) Full Text: DOI arXiv
Askari, Hossein; Latif, Yasir; Sun, Hongfu MapFlow: latent transition via normalizing flow for unsupervised domain adaptation. (English) Zbl 1518.68288 Mach. Learn. 112, No. 8, 2953-2974 (2023). MSC: 68T05 62H30 68T20 PDFBibTeX XMLCite \textit{H. Askari} et al., Mach. Learn. 112, No. 8, 2953--2974 (2023; Zbl 1518.68288) Full Text: DOI
Katz, Sydney M.; Julian, Kyle D.; Strong, Christopher A.; Kochenderfer, Mykel J. Generating probabilistic safety guarantees for neural network controllers. (English) Zbl 1518.68211 Mach. Learn. 112, No. 8, 2903-2931 (2023). MSC: 68Q60 68T05 93C40 93C83 PDFBibTeX XMLCite \textit{S. M. Katz} et al., Mach. Learn. 112, No. 8, 2903--2931 (2023; Zbl 1518.68211) Full Text: DOI arXiv
Tan, Lei; Wu, Shutong; Zhou, Wenxing; Huang, Xiaolin Weighted neural tangent kernel: a generalized and improved network-induced kernel. (English) Zbl 1518.68322 Mach. Learn. 112, No. 8, 2871-2901 (2023). MSC: 68T05 65K10 PDFBibTeX XMLCite \textit{L. Tan} et al., Mach. Learn. 112, No. 8, 2871--2901 (2023; Zbl 1518.68322) Full Text: DOI arXiv
Nguyen, Dai Hai; Sakurai, Tetsuya Mirror variational transport: a particle-based algorithm for distributional optimization on constrained domains. (English) Zbl 1522.65106 Mach. Learn. 112, No. 8, 2845-2869 (2023). MSC: 65K10 68T05 PDFBibTeX XMLCite \textit{D. H. Nguyen} and \textit{T. Sakurai}, Mach. Learn. 112, No. 8, 2845--2869 (2023; Zbl 1522.65106) Full Text: DOI
Sato, Taisuke; Inoue, Katsumi Differentiable learning of matricized DNFs and its application to Boolean networks. (English) Zbl 1518.68318 Mach. Learn. 112, No. 8, 2821-2843 (2023). MSC: 68T05 06E30 68Q32 92C42 PDFBibTeX XMLCite \textit{T. Sato} and \textit{K. Inoue}, Mach. Learn. 112, No. 8, 2821--2843 (2023; Zbl 1518.68318) Full Text: DOI
Kungurtsev, Vyacheslav; Cobb, Adam; Javidi, Tara; Jalaian, Brian Decentralized Bayesian learning with Metropolis-adjusted Hamiltonian Monte Carlo. (English) Zbl 07730693 Mach. Learn. 112, No. 8, 2791-2819 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{V. Kungurtsev} et al., Mach. Learn. 112, No. 8, 2791--2819 (2023; Zbl 07730693) Full Text: DOI arXiv
Senanayake, Ransalu (ed.); Fremont, Daniel J. (ed.); Kochenderfer, Mykel J. (ed.); Lomuscio, Alessio R. (ed.); Margineantu, Dragos (ed.); Ong, Cheng Soon (ed.) Guest editorial: Special issue on robust machine learning. (English) Zbl 1519.00029 Mach. Learn. 112, No. 8, 2787-2789 (2023). MSC: 00B15 68-06 68T05 PDFBibTeX XMLCite \textit{R. Senanayake} (ed.) et al., Mach. Learn. 112, No. 8, 2787--2789 (2023; Zbl 1519.00029) Full Text: DOI
Badar, Maryam; Nejdl, Wolfgang; Fisichella, Marco FAC-fed: federated adaptation for fairness and concept drift aware stream classification. (English) Zbl 07730691 Mach. Learn. 112, No. 8, 2761-2786 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Badar} et al., Mach. Learn. 112, No. 8, 2761--2786 (2023; Zbl 07730691) Full Text: DOI
Jing, Naimin; Fang, Ethan X.; Tang, Cheng Yong Robust matrix estimations meet Frank-Wolfe algorithm. (English) Zbl 07730690 Mach. Learn. 112, No. 7, 2723-2760 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{N. Jing} et al., Mach. Learn. 112, No. 7, 2723--2760 (2023; Zbl 07730690) Full Text: DOI
Sicilia, Anthony; Zhao, Xingchen; Hwang, Seong Jae Domain adversarial neural networks for domain generalization: when it works and how to improve. (English) Zbl 07730689 Mach. Learn. 112, No. 7, 2685-2721 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{A. Sicilia} et al., Mach. Learn. 112, No. 7, 2685--2721 (2023; Zbl 07730689) Full Text: DOI arXiv
Rajpal, Mohit; Zhang, Yehong; Low, Bryan Kian Hsiang Pruning during training by network efficacy modeling. (English) Zbl 07730688 Mach. Learn. 112, No. 7, 2653-2684 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Rajpal} et al., Mach. Learn. 112, No. 7, 2653--2684 (2023; Zbl 07730688) Full Text: DOI
Teixeira, Leonardo; Jalaian, Brian; Ribeiro, Bruno Reducing classifier overconfidence against adversaries through graph algorithms. (English) Zbl 07730687 Mach. Learn. 112, No. 7, 2619-2651 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{L. Teixeira} et al., Mach. Learn. 112, No. 7, 2619--2651 (2023; Zbl 07730687) Full Text: DOI
Baert, Mattijs; Leroux, Sam; Simoens, Pieter Inverse reinforcement learning through logic constraint inference. (English) Zbl 07730686 Mach. Learn. 112, No. 7, 2593-2618 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Baert} et al., Mach. Learn. 112, No. 7, 2593--2618 (2023; Zbl 07730686) Full Text: DOI
Godahewa, Rakshitha; Webb, Geoffrey I.; Schmidt, Daniel; Bergmeir, Christoph SETAR-Tree: a novel and accurate tree algorithm for global time series forecasting. (English) Zbl 07730685 Mach. Learn. 112, No. 7, 2555-2591 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{R. Godahewa} et al., Mach. Learn. 112, No. 7, 2555--2591 (2023; Zbl 07730685) Full Text: DOI arXiv
Kłopotek, Mieczysław Alojzy; Kłopotek, Robert Albert On the discrepancy between Kleinberg’s clustering axioms and \(k\)-means clustering algorithm behavior. (English) Zbl 07730684 Mach. Learn. 112, No. 7, 2501-2553 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{M. A. Kłopotek} and \textit{R. A. Kłopotek}, Mach. Learn. 112, No. 7, 2501--2553 (2023; Zbl 07730684) Full Text: DOI arXiv
Rastogi, Abhishake; Mathé, Peter Inverse learning in Hilbert scales. (English) Zbl 07730683 Mach. Learn. 112, No. 7, 2469-2499 (2023). MSC: 68T05 62G20 62G08 65J15 65J20 65J22 PDFBibTeX XMLCite \textit{A. Rastogi} and \textit{P. Mathé}, Mach. Learn. 112, No. 7, 2469--2499 (2023; Zbl 07730683) Full Text: DOI arXiv
Kumar, Harshat; Koppel, Alec; Ribeiro, Alejandro On the sample complexity of actor-critic method for reinforcement learning with function approximation. (English) Zbl 07730682 Mach. Learn. 112, No. 7, 2433-2467 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{H. Kumar} et al., Mach. Learn. 112, No. 7, 2433--2467 (2023; Zbl 07730682) Full Text: DOI arXiv
Yang, Lincen; Baratchi, Mitra; van Leeuwen, Matthijs Unsupervised discretization by two-dimensional MDL-based histogram. (English) Zbl 07730681 Mach. Learn. 112, No. 7, 2397-2431 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{L. Yang} et al., Mach. Learn. 112, No. 7, 2397--2431 (2023; Zbl 07730681) Full Text: DOI arXiv
Nguyen, Cuong; Raja, Arun; Zhang, Le; Xu, Xun; Unnikrishnan, Balagopal; Ragab, Mohamed; Lu, Kangkang; Foo, Chuan-Sheng Diverse and consistent multi-view networks for semi-supervised regression. (English) Zbl 07730680 Mach. Learn. 112, No. 7, 2359-2395 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{C. Nguyen} et al., Mach. Learn. 112, No. 7, 2359--2395 (2023; Zbl 07730680) Full Text: DOI
Shaer, Shalev; Romano, Yaniv Learning to increase the power of conditional randomization tests. (English) Zbl 07730679 Mach. Learn. 112, No. 7, 2317-2357 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{S. Shaer} and \textit{Y. Romano}, Mach. Learn. 112, No. 7, 2317--2357 (2023; Zbl 07730679) Full Text: DOI arXiv
Struckmeier, Oliver; Tiwari, Kshitij; Kyrki, Ville Autoencoding slow representations for semi-supervised data-efficient regression. (English) Zbl 07730678 Mach. Learn. 112, No. 7, 2297-2315 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{O. Struckmeier} et al., Mach. Learn. 112, No. 7, 2297--2315 (2023; Zbl 07730678) Full Text: DOI arXiv
Bighashdel, Ariyan; Jancura, Pavol; Dubbelman, Gijs Model-free inverse reinforcement learning with multi-intention, unlabeled, and overlapping demonstrations. (English) Zbl 07730677 Mach. Learn. 112, No. 7, 2263-2296 (2023); correction ibid. 112, No. 2, 429-430 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{A. Bighashdel} et al., Mach. Learn. 112, No. 7, 2263--2296 (2023; Zbl 07730677) Full Text: DOI
Zhou, Lei; Liu, Yang; Zhang, Pengcheng; Bai, Xiao; Gu, Lin; Zhou, Jun; Yao, Yazhou; Harada, Tatsuya; Zheng, Jin; Hancock, Edwin Information bottleneck and selective noise supervision for zero-shot learning. (English) Zbl 1521.68178 Mach. Learn. 112, No. 7, 2239-2261 (2023). MSC: 68T05 68T45 PDFBibTeX XMLCite \textit{L. Zhou} et al., Mach. Learn. 112, No. 7, 2239--2261 (2023; Zbl 1521.68178) Full Text: DOI
Daudt, Rodrigo Caye; Le Saux, Bertrand; Boulch, Alexandre; Gousseau, Yann Weakly supervised change detection using guided anisotropic diffusion. (English) Zbl 07712828 Mach. Learn. 112, No. 6, 2211-2237 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{R. C. Daudt} et al., Mach. Learn. 112, No. 6, 2211--2237 (2023; Zbl 07712828) Full Text: DOI arXiv
Li, Xuhong; Xiong, Haoyi; Liu, Yi; Zhou, Dingfu; Chen, Zeyu; Wang, Yaqing; Dou, Dejing Distilling ensemble of explanations for weakly-supervised pre-training of image segmentation models. (English) Zbl 07712827 Mach. Learn. 112, No. 6, 2193-2209 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{X. Li} et al., Mach. Learn. 112, No. 6, 2193--2209 (2023; Zbl 07712827) Full Text: DOI arXiv
Ferry, Julien; Aïvodji, Ulrich; Gambs, Sébastien; Huguet, Marie-José; Siala, Mohamed Improving fairness generalization through a sample-robust optimization method. (English) Zbl 07712826 Mach. Learn. 112, No. 6, 2131-2192 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{J. Ferry} et al., Mach. Learn. 112, No. 6, 2131--2192 (2023; Zbl 07712826) Full Text: DOI
Li, Zhuorong; Yu, Daiwei; Wu, Minghui; Jin, Canghong; Yu, Hongchuan Adversarial supervised contrastive learning. (English) Zbl 07712825 Mach. Learn. 112, No. 6, 2105-2130 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{Z. Li} et al., Mach. Learn. 112, No. 6, 2105--2130 (2023; Zbl 07712825) Full Text: DOI
Cerqueira, Vitor; Torgo, Luis; Branco, Paula; Bellinger, Colin Automated imbalanced classification via layered learning. (English) Zbl 07712824 Mach. Learn. 112, No. 6, 2083-2104 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{V. Cerqueira} et al., Mach. Learn. 112, No. 6, 2083--2104 (2023; Zbl 07712824) Full Text: DOI arXiv
Jaimovitch-López, Gonzalo; Ferri, Cèsar; Hernández-Orallo, José; Martínez-Plumed, Fernando; Ramírez-Quintana, María José Can language models automate data wrangling? (English) Zbl 07712823 Mach. Learn. 112, No. 6, 2053-2082 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{G. Jaimovitch-López} et al., Mach. Learn. 112, No. 6, 2053--2082 (2023; Zbl 07712823) Full Text: DOI
Haghir Chehreghani, Morteza Shift of pairwise similarities for data clustering. (English) Zbl 07712822 Mach. Learn. 112, No. 6, 2025-2051 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Haghir Chehreghani}, Mach. Learn. 112, No. 6, 2025--2051 (2023; Zbl 07712822) Full Text: DOI arXiv
Cazau, D.; Nguyen Hong Duc, P.; Druon, J.-N.; Matwins, S.; Fablet, R. Multimodal deep learning for cetacean distribution modeling of fin whales (Balaenoptera physalus) in the western Mediterranean sea. (English) Zbl 07712821 Mach. Learn. 112, No. 6, 2003-2024 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{D. Cazau} et al., Mach. Learn. 112, No. 6, 2003--2024 (2023; Zbl 07712821) Full Text: DOI
Gloaguen, Pierre; Chapel, Laetitia; Friguet, Chloé; Tavenard, Romain Scalable clustering of segmented trajectories within a continuous time framework: application to maritime traffic data. (English) Zbl 07712820 Mach. Learn. 112, No. 6, 1975-2001 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{P. Gloaguen} et al., Mach. Learn. 112, No. 6, 1975--2001 (2023; Zbl 07712820) Full Text: DOI
Lucas, Benjamin; Pelletier, Charlotte; Schmidt, Daniel; Webb, Geoffrey I.; Petitjean, François A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mapping. (English) Zbl 07712819 Mach. Learn. 112, No. 6, 1941-1973 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{B. Lucas} et al., Mach. Learn. 112, No. 6, 1941--1973 (2023; Zbl 07712819) Full Text: DOI arXiv
Xiang, Suncheng; Fu, Yuzhuo; Guan, Mengyuan; Liu, Ting Learning from self-discrepancy via multiple co-teaching for cross-domain person re-identification. (English) Zbl 07712818 Mach. Learn. 112, No. 6, 1923-1940 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{S. Xiang} et al., Mach. Learn. 112, No. 6, 1923--1940 (2023; Zbl 07712818) Full Text: DOI arXiv
Celik, Bilge; Singh, Prabhant; Vanschoren, Joaquin Online AutoML: an adaptive AutoML framework for online learning. (English) Zbl 07712817 Mach. Learn. 112, No. 6, 1897-1921 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{B. Celik} et al., Mach. Learn. 112, No. 6, 1897--1921 (2023; Zbl 07712817) Full Text: DOI arXiv
Gu, Keren; Masotto, Xander; Bachani, Vandana; Lakshminarayanan, Balaji; Nikodem, Jack; Yin, Dong An instance-dependent simulation framework for learning with label noise. (English) Zbl 07712816 Mach. Learn. 112, No. 6, 1871-1896 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{K. Gu} et al., Mach. Learn. 112, No. 6, 1871--1896 (2023; Zbl 07712816) Full Text: DOI arXiv
Chang, Hao; Xie, Guochen; Yu, Jun; Ling, Qiang; Gao, Fang; Yu, Ye A viable framework for semi-supervised learning on realistic dataset. (English) Zbl 07712815 Mach. Learn. 112, No. 6, 1847-1869 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{H. Chang} et al., Mach. Learn. 112, No. 6, 1847--1869 (2023; Zbl 07712815) Full Text: DOI
Shi, Ye; Li, Shao-Yuan; Huang, Sheng-Jun Learning from crowds with sparse and imbalanced annotations. (English) Zbl 07712814 Mach. Learn. 112, No. 6, 1823-1845 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{Y. Shi} et al., Mach. Learn. 112, No. 6, 1823--1845 (2023; Zbl 07712814) Full Text: DOI arXiv
Yin, Zongyu; Reuben, Federico; Stepney, Susan; Collins, Tom Deep learning’s shallow gains: a comparative evaluation of algorithms for automatic music generation. (English) Zbl 07702719 Mach. Learn. 112, No. 5, 1785-1822 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{Z. Yin} et al., Mach. Learn. 112, No. 5, 1785--1822 (2023; Zbl 07702719) Full Text: DOI
Oliveira, Hugo; Silva, Caio; Machado, Gabriel L. S.; Nogueira, Keiller; dos Santos, Jefersson A. Fully convolutional open set segmentation. (English) Zbl 07702718 Mach. Learn. 112, No. 5, 1733-1784 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{H. Oliveira} et al., Mach. Learn. 112, No. 5, 1733--1784 (2023; Zbl 07702718) Full Text: DOI arXiv
Turner, Andrew J.; Kabán, Ata PAC-learning with approximate predictors. (English) Zbl 07702717 Mach. Learn. 112, No. 5, 1693-1732 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{A. J. Turner} and \textit{A. Kabán}, Mach. Learn. 112, No. 5, 1693--1732 (2023; Zbl 07702717) Full Text: DOI
Jeub, Lucas G. S.; Colavizza, Giovanni; Dong, Xiaowen; Bazzi, Marya; Cucuringu, Mihai Local2global: a distributed approach for scaling representation learning on graphs. (English) Zbl 07702716 Mach. Learn. 112, No. 5, 1663-1692 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{L. G. S. Jeub} et al., Mach. Learn. 112, No. 5, 1663--1692 (2023; Zbl 07702716) Full Text: DOI arXiv
Li, Xuhong; Xiong, Haoyi; Huang, Siyu; Ji, Shilei; Dou, Dejing Cross-model consensus of explanations and beyond for image classification models: an empirical study. (English) Zbl 07702715 Mach. Learn. 112, No. 5, 1627-1662 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{X. Li} et al., Mach. Learn. 112, No. 5, 1627--1662 (2023; Zbl 07702715) Full Text: DOI arXiv
Zhang, Yanghao; Ruan, Wenjie; Wang, Fu; Huang, Xiaowei Generalizing universal adversarial perturbations for deep neural networks. (English) Zbl 07702714 Mach. Learn. 112, No. 5, 1597-1626 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{Y. Zhang} et al., Mach. Learn. 112, No. 5, 1597--1626 (2023; Zbl 07702714) Full Text: DOI
Hocquette, Céline; Cropper, Andrew Learning programs with magic values. (English) Zbl 07702713 Mach. Learn. 112, No. 5, 1551-1595 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{C. Hocquette} and \textit{A. Cropper}, Mach. Learn. 112, No. 5, 1551--1595 (2023; Zbl 07702713) Full Text: DOI arXiv
Lejeune, Clément; Mothe, Josiane; Soubki, Adil; Teste, Olivier Data driven discovery of systems of ordinary differential equations using nonconvex multitask learning. (English) Zbl 07702712 Mach. Learn. 112, No. 5, 1523-1549 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{C. Lejeune} et al., Mach. Learn. 112, No. 5, 1523--1549 (2023; Zbl 07702712) Full Text: DOI
Yu, Chien-Min; Chen, Ming-Hsin; Lin, Hsuan-Tien Learning key steps to attack deep reinforcement learning agents. (English) Zbl 07702711 Mach. Learn. 112, No. 5, 1499-1522 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{C.-M. Yu} et al., Mach. Learn. 112, No. 5, 1499--1522 (2023; Zbl 07702711) Full Text: DOI
Shindo, Hikaru; Pfanschilling, Viktor; Dhami, Devendra Singh; Kersting, Kristian \(\alpha\)ILP: thinking visual scenes as differentiable logic programs. (English) Zbl 07702710 Mach. Learn. 112, No. 5, 1465-1497 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{H. Shindo} et al., Mach. Learn. 112, No. 5, 1465--1497 (2023; Zbl 07702710) Full Text: DOI
Chen, Ziyi; Kailkhura, Bhavya; Zhou, Yi An accelerated proximal algorithm for regularized nonconvex and nonsmooth bi-level optimization. (English) Zbl 07702709 Mach. Learn. 112, No. 5, 1433-1463 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{Z. Chen} et al., Mach. Learn. 112, No. 5, 1433--1463 (2023; Zbl 07702709) Full Text: DOI arXiv
Schürch, Manuel; Azzimonti, Dario; Benavoli, Alessio; Zaffalon, Marco Correlated product of experts for sparse Gaussian process regression. (English) Zbl 07702708 Mach. Learn. 112, No. 5, 1411-1432 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Schürch} et al., Mach. Learn. 112, No. 5, 1411--1432 (2023; Zbl 07702708) Full Text: DOI arXiv
De Toni, Giovanni; Lepri, Bruno; Passerini, Andrea Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesis. (English) Zbl 07702707 Mach. Learn. 112, No. 4, 1389-1409 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{G. De Toni} et al., Mach. Learn. 112, No. 4, 1389--1409 (2023; Zbl 07702707) Full Text: DOI arXiv
Orhobor, Oghenejokpeme I.; Grinberg, Nastasiya F.; Soldatova, Larisa N.; King, Ross D. Imbalanced regression using regressor-classifier ensembles. (English) Zbl 07702706 Mach. Learn. 112, No. 4, 1365-1387 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{O. I. Orhobor} et al., Mach. Learn. 112, No. 4, 1365--1387 (2023; Zbl 07702706) Full Text: DOI
Brence, Jure; Tanevski, Jovan; Adams, Jennifer; Malina, Edward; Džeroski, Sašo Surrogate models of radiative transfer codes for atmospheric trace gas retrievals from satellite observations. (English) Zbl 07702705 Mach. Learn. 112, No. 4, 1337-1363 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{J. Brence} et al., Mach. Learn. 112, No. 4, 1337--1363 (2023; Zbl 07702705) Full Text: DOI
Oloulade, Babatounde Moctard; Gao, Jianliang; Chen, Jiamin; Al-Sabri, Raeed; Lyu, Tengfei Neural predictor-based automated graph classifier framework. (English) Zbl 07702704 Mach. Learn. 112, No. 4, 1315-1335 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{B. M. Oloulade} et al., Mach. Learn. 112, No. 4, 1315--1335 (2023; Zbl 07702704) Full Text: DOI
Makridis, Georgios; Mavrepis, Philip; Kyriazis, Dimosthenis A deep learning approach using natural language processing and time-series forecasting towards enhanced food safety. (English) Zbl 07702703 Mach. Learn. 112, No. 4, 1287-1313 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{G. Makridis} et al., Mach. Learn. 112, No. 4, 1287--1313 (2023; Zbl 07702703) Full Text: DOI
Tornede, Alexander; Gehring, Lukas; Tornede, Tanja; Wever, Marcel; Hüllermeier, Eyke Algorithm selection on a meta level. (English) Zbl 07702702 Mach. Learn. 112, No. 4, 1253-1286 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{A. Tornede} et al., Mach. Learn. 112, No. 4, 1253--1286 (2023; Zbl 07702702) Full Text: DOI arXiv
Wei, Yantao; Yu, Shujian; Giraldo, Luis Sanchez; Príncipe, José C. Multiscale principle of relevant information for hyperspectral image classification. (English) Zbl 07702701 Mach. Learn. 112, No. 4, 1227-1252 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{Y. Wei} et al., Mach. Learn. 112, No. 4, 1227--1252 (2023; Zbl 07702701) Full Text: DOI arXiv
Sayed, Hadeer M.; ElDeeb, Hesham E.; Taie, Shereen A. Bimodal variational autoencoder for audiovisual speech recognition. (English) Zbl 07702700 Mach. Learn. 112, No. 4, 1201-1226 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{H. M. Sayed} et al., Mach. Learn. 112, No. 4, 1201--1226 (2023; Zbl 07702700) Full Text: DOI
Bernardi, Mario Luca; Cimitile, Marta; Maggi, Fabrizio Maria Data-aware process discovery for malware detection: an empirical study. (English) Zbl 07702699 Mach. Learn. 112, No. 4, 1171-1199 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{M. L. Bernardi} et al., Mach. Learn. 112, No. 4, 1171--1199 (2023; Zbl 07702699) Full Text: DOI
Mohr, Felix; Wever, Marcel Naive automated machine learning. (English) Zbl 07702698 Mach. Learn. 112, No. 4, 1131-1170 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{F. Mohr} and \textit{M. Wever}, Mach. Learn. 112, No. 4, 1131--1170 (2023; Zbl 07702698) Full Text: DOI arXiv
Al Najar, Mahmoud; Thoumyre, Grégoire; Bergsma, Erwin W. J.; Almar, Rafael; Benshila, Rachid; Wilson, Dennis G. Satellite derived bathymetry using deep learning. (English) Zbl 07702697 Mach. Learn. 112, No. 4, 1107-1130 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Al Najar} et al., Mach. Learn. 112, No. 4, 1107--1130 (2023; Zbl 07702697) Full Text: DOI
Ma, Chunchao; Álvarez, Mauricio A. Large scale multi-output multi-class classification using Gaussian processes. (English) Zbl 07702696 Mach. Learn. 112, No. 4, 1077-1106 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{C. Ma} and \textit{M. A. Álvarez}, Mach. Learn. 112, No. 4, 1077--1106 (2023; Zbl 07702696) Full Text: DOI
Li, Jingzheng; Sun, Hailong; Li, Jiyi Beyond confusion matrix: learning from multiple annotators with awareness of instance features. (English) Zbl 07702695 Mach. Learn. 112, No. 3, 1053-1075 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{J. Li} et al., Mach. Learn. 112, No. 3, 1053--1075 (2023; Zbl 07702695) Full Text: DOI
Wang, Haotao; Chen, Tianlong; Wang, Zhangyang; Ma, Kede Troubleshooting image segmentation models with human-in-the-loop. (English) Zbl 07702694 Mach. Learn. 112, No. 3, 1033-1051 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{H. Wang} et al., Mach. Learn. 112, No. 3, 1033--1051 (2023; Zbl 07702694) Full Text: DOI
Xia, Nan; Yu, Hang; Wang, Yin; Xuan, Junyu; Luo, Xiangfeng DAFS: a domain aware few shot generative model for event detection. (English) Zbl 07702693 Mach. Learn. 112, No. 3, 1011-1031 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{N. Xia} et al., Mach. Learn. 112, No. 3, 1011--1031 (2023; Zbl 07702693) Full Text: DOI
Smith, Michael Thomas; Grosse, Kathrin; Backes, Michael; Álvarez, Mauricio A. Adversarial vulnerability bounds for Gaussian process classification. (English) Zbl 07702692 Mach. Learn. 112, No. 3, 971-1009 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{M. T. Smith} et al., Mach. Learn. 112, No. 3, 971--1009 (2023; Zbl 07702692) Full Text: DOI arXiv
Lahoti, Preethi; Gummadi, Krishna; Weikum, Gerhard Responsible model deployment via model-agnostic uncertainty learning. (English) Zbl 07702691 Mach. Learn. 112, No. 3, 939-970 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{P. Lahoti} et al., Mach. Learn. 112, No. 3, 939--970 (2023; Zbl 07702691) Full Text: DOI arXiv
Svendsen, Daniel Heestermans; Hernández-Lobato, Daniel; Martino, Luca; Laparra, Valero; Moreno-Martínez, Álvaro; Camps-Valls, Gustau Inference over radiative transfer models using variational and expectation maximization methods. (English) Zbl 07702690 Mach. Learn. 112, No. 3, 921-937 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{D. H. Svendsen} et al., Mach. Learn. 112, No. 3, 921--937 (2023; Zbl 07702690) Full Text: DOI arXiv
Nakajima, Shota; Sugiyama, Masashi Positive-unlabeled classification under class-prior shift: a prior-invariant approach based on density ratio estimation. (English) Zbl 07702689 Mach. Learn. 112, No. 3, 889-919 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{S. Nakajima} and \textit{M. Sugiyama}, Mach. Learn. 112, No. 3, 889--919 (2023; Zbl 07702689) Full Text: DOI arXiv
Yang, Qisong; Simão, Thiago D.; Tindemans, Simon H.; Spaan, Matthijs T. J. Safety-constrained reinforcement learning with a distributional safety critic. (English) Zbl 07702688 Mach. Learn. 112, No. 3, 859-887 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{Q. Yang} et al., Mach. Learn. 112, No. 3, 859--887 (2023; Zbl 07702688) Full Text: DOI
Bossens, David M.; Bishop, Nicholas Explicit explore, exploit, or escape \((E^4)\): near-optimal safety-constrained reinforcement learning in polynomial time. (English) Zbl 07702687 Mach. Learn. 112, No. 3, 817-858 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{D. M. Bossens} and \textit{N. Bishop}, Mach. Learn. 112, No. 3, 817--858 (2023; Zbl 07702687) Full Text: DOI arXiv
Luo, Tianyi; Liu, Yang Machine truth serum: a surprisingly popular approach to improving ensemble methods. (English) Zbl 1518.68311 Mach. Learn. 112, No. 3, 789-815 (2023). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{T. Luo} and \textit{Y. Liu}, Mach. Learn. 112, No. 3, 789--815 (2023; Zbl 1518.68311) Full Text: DOI
Steffenel, Luiz Angelo; Anabor, Vagner; Kirsch Pinheiro, Damaris; Guzman, Lissette; Dornelles Bittencourt, Gabriela; Bencherif, Hassan Forecasting upper atmospheric scalars advection using deep learning: an \(O_3\) experiment. (English) Zbl 07702685 Mach. Learn. 112, No. 3, 765-788 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{L. A. Steffenel} et al., Mach. Learn. 112, No. 3, 765--788 (2023; Zbl 07702685) Full Text: DOI
Grari, Vincent; Lamprier, Sylvain; Detyniecki, Marcin Adversarial learning for counterfactual fairness. (English) Zbl 07702684 Mach. Learn. 112, No. 3, 741-763 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{V. Grari} et al., Mach. Learn. 112, No. 3, 741--763 (2023; Zbl 07702684) Full Text: DOI arXiv
Poličar, Pavlin G.; Stražar, Martin; Zupan, Blaž Embedding to reference t-SNE space addresses batch effects in single-cell classification. (English) Zbl 07694500 Mach. Learn. 112, No. 2, 721-740 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{P. G. Poličar} et al., Mach. Learn. 112, No. 2, 721--740 (2023; Zbl 07694500) Full Text: DOI
Cvetkov-Iliev, Alexis; Allauzen, Alexandre; Varoquaux, Gaël Relational data embeddings for feature enrichment with background information. (English) Zbl 07694499 Mach. Learn. 112, No. 2, 687-720 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{A. Cvetkov-Iliev} et al., Mach. Learn. 112, No. 2, 687--720 (2023; Zbl 07694499) Full Text: DOI