Kraišniković, Ceca; Stathopoulos, Spyros; Prodromakis, Themis; Legenstein, Robert Fault pruning: robust training of neural networks with memristive weights. (English) Zbl 07787633 Genova, Daniela (ed.) et al., Unconventional computation and natural computation. 20th international conference, UCNC 2023, Jacksonville, FL, USA, March 13–17, 2023. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 14003, 124-139 (2023). MSC: 68Q07 68Q09 68Q10 68Q12 PDFBibTeX XMLCite \textit{C. Kraišniković} et al., Lect. Notes Comput. Sci. 14003, 124--139 (2023; Zbl 07787633) Full Text: DOI
Haber, Eldad; Eliasof, Moshe; Tenorio, Luis Estimating a potential without the agony of the partition function. (English) Zbl 07786784 SIAM J. Math. Data Sci. 5, No. 4, 1005-1027 (2023). MSC: 65M06 68T07 65K10 60E05 35R60 PDFBibTeX XMLCite \textit{E. Haber} et al., SIAM J. Math. Data Sci. 5, No. 4, 1005--1027 (2023; Zbl 07786784) Full Text: DOI arXiv
Jiao, Yuling; Shen, Guohao; Lin, Yuanyuan; Huang, Jian Deep nonparametric regression on approximate manifolds: nonasymptotic error bounds with polynomial prefactors. (English) Zbl 07714177 Ann. Stat. 51, No. 2, 691-716 (2023). MSC: 62G05 62G08 68T07 PDFBibTeX XMLCite \textit{Y. Jiao} et al., Ann. Stat. 51, No. 2, 691--716 (2023; Zbl 07714177) Full Text: DOI arXiv
Liu, Ren; Bian, Fengmiao; Zhang, Xiaoqun Binary quantized network training with sharpness-aware minimization. (English) Zbl 07637336 J. Sci. Comput. 94, No. 1, Paper No. 16, 26 p. (2023). MSC: 68T07 65K05 PDFBibTeX XMLCite \textit{R. Liu} et al., J. Sci. Comput. 94, No. 1, Paper No. 16, 26 p. (2023; Zbl 07637336) Full Text: DOI
Zhu, Wenxing; Wei, Mengqi; Li, Xiangxue; Li, Qiang SecureBiNN: 3-party secure computation for binarized neural network inference. (English) Zbl 1524.68307 Atluri, Vijayalakshmi (ed.) et al., Computer security – ESORICS 2022. 27th European symposium on research in computer security, Copenhagen, Denmark, September 26–30, 2022. Proceedings. Part III. Cham: Springer. Lect. Notes Comput. Sci. 13556, 275-294 (2022). MSC: 68T05 68M25 68P27 68Q10 94A60 94A62 PDFBibTeX XMLCite \textit{W. Zhu} et al., Lect. Notes Comput. Sci. 13556, 275--294 (2022; Zbl 1524.68307) Full Text: DOI
Sun, Yan; Song, Qifan; Liang, Faming Consistent sparse deep learning: theory and computation. (English) Zbl 1514.68270 J. Am. Stat. Assoc. 117, No. 540, 1981-1995 (2022). MSC: 68T07 68T20 68W40 PDFBibTeX XMLCite \textit{Y. Sun} et al., J. Am. Stat. Assoc. 117, No. 540, 1981--1995 (2022; Zbl 1514.68270) Full Text: DOI arXiv
Román, Gábor Experiments with holographic associative memory. (English) Zbl 07701158 Acta Univ. Sapientiae, Inform. 14, No. 2, 155-184 (2022). MSC: 68T07 PDFBibTeX XMLCite \textit{G. Román}, Acta Univ. Sapientiae, Inform. 14, No. 2, 155--184 (2022; Zbl 07701158) Full Text: DOI
Liu, Hongcheng; Ye, Yinyu; Lee, Hung Yi High-dimensional learning under approximate sparsity with applications to nonsmooth estimation and regularized neural networks. (English) Zbl 07640289 Oper. Res. 70, No. 6, 3176-3197 (2022). MSC: 62-XX PDFBibTeX XMLCite \textit{H. Liu} et al., Oper. Res. 70, No. 6, 3176--3197 (2022; Zbl 07640289) Full Text: DOI arXiv
Fischer, Marc; Sprecher, Christian; Dimitrov, Dimitar Iliev; Singh, Gagandeep; Vechev, Martin Shared certificates for neural network verification. (English) Zbl 1514.68131 Shoham, Sharon (ed.) et al., Computer aided verification. 34th international conference, CAV 2022, Haifa, Israel, August 7–10, 2022. Proceedings. Part I. Cham: Springer. Lect. Notes Comput. Sci. 13371, 127-148 (2022). MSC: 68Q60 68T05 PDFBibTeX XMLCite \textit{M. Fischer} et al., Lect. Notes Comput. Sci. 13371, 127--148 (2022; Zbl 1514.68131) Full Text: DOI arXiv
Zhang, Haonan; Liu, Longjun; Zhou, Hengyi; Sun, Hongbin; Zheng, Nanning CMD: controllable matrix decomposition with global optimization for deep neural network compression. (English) Zbl 1491.68186 Mach. Learn. 111, No. 3, 831-851 (2022). MSC: 68T07 65F50 65F55 90C26 90C59 PDFBibTeX XMLCite \textit{H. Zhang} et al., Mach. Learn. 111, No. 3, 831--851 (2022; Zbl 1491.68186) Full Text: DOI
Sirignano, Justin; Spiliopoulos, Konstantinos Mean field analysis of deep neural networks. (English) Zbl 1493.68333 Math. Oper. Res. 47, No. 1, 120-152 (2022). Reviewer: Arzu Ahmadova (Essen) MSC: 68T07 60F05 82C32 PDFBibTeX XMLCite \textit{J. Sirignano} and \textit{K. Spiliopoulos}, Math. Oper. Res. 47, No. 1, 120--152 (2022; Zbl 1493.68333) Full Text: DOI arXiv
Watanabe, Satoru; Yamana, Hayato Topological measurement of deep neural networks using persistent homology. (English) Zbl 07473194 Ann. Math. Artif. Intell. 90, No. 1, 75-92 (2022). MSC: 68T07 55N31 PDFBibTeX XMLCite \textit{S. Watanabe} and \textit{H. Yamana}, Ann. Math. Artif. Intell. 90, No. 1, 75--92 (2022; Zbl 07473194) Full Text: DOI arXiv
Schilling, Achim; Maier, Andreas; Gerum, Richard; Metzner, Claus; Krauss, Patrick Quantifying the separability of data classes in neural networks. (English) Zbl 1521.68155 Neural Netw. 139, 278-293 (2021). MSC: 68T05 92B20 92C20 PDFBibTeX XMLCite \textit{A. Schilling} et al., Neural Netw. 139, 278--293 (2021; Zbl 1521.68155) Full Text: DOI
Liu, Chunlei; Ding, Wenrui; Hu, Yuan; Zhang, Baochang; Liu, Jianzhuang; Guo, Guodong; Doermann, David Rectified binary convolutional networks with generative adversarial learning. (English) Zbl 1483.68344 Int. J. Comput. Vis. 129, No. 4, 998-1012 (2021). MSC: 68T07 68T10 68T45 PDFBibTeX XMLCite \textit{C. Liu} et al., Int. J. Comput. Vis. 129, No. 4, 998--1012 (2021; Zbl 1483.68344) Full Text: DOI
Avelin, Benny; Nyström, Kaj Neural ODEs as the deep limit of ResNets with constant weights. (English) Zbl 07362267 Anal. Appl., Singap. 19, No. 3, 397-437 (2021). MSC: 68T05 65L20 34A45 35Q84 62F10 60H10 PDFBibTeX XMLCite \textit{B. Avelin} and \textit{K. Nyström}, Anal. Appl., Singap. 19, No. 3, 397--437 (2021; Zbl 07362267) Full Text: DOI arXiv
Wu, Bijiao; Wang, Dingheng; Zhao, Guangshe; Deng, Lei; Li, Guoqi Hybrid tensor decomposition in neural network compression. (English) Zbl 1475.68325 Neural Netw. 132, 309-320 (2020). MSC: 68T07 15A23 15A69 PDFBibTeX XMLCite \textit{B. Wu} et al., Neural Netw. 132, 309--320 (2020; Zbl 1475.68325) Full Text: DOI arXiv
Song, Jingkuan; He, Tao; Gao, Lianli; Xu, Xing; Hanjalic, Alan; Shen, Heng Tao Unified binary generative adversarial network for image retrieval and compression. (English) Zbl 1483.68348 Int. J. Comput. Vis. 128, No. 8-9, 2243-2264 (2020). MSC: 68T07 68P20 68P30 68U10 PDFBibTeX XMLCite \textit{J. Song} et al., Int. J. Comput. Vis. 128, No. 8--9, 2243--2264 (2020; Zbl 1483.68348) Full Text: DOI Link
Xu, Jian; Liu, Heng; Wu, Dexin; Zhou, Fucai; Gao, Chong-zhi; Jiang, Linzhi Generating universal adversarial perturbation with ResNet. (English) Zbl 1474.68308 Inf. Sci. 537, 302-312 (2020). MSC: 68T07 PDFBibTeX XMLCite \textit{J. Xu} et al., Inf. Sci. 537, 302--312 (2020; Zbl 1474.68308) Full Text: DOI
Jang, Jinhyeok; Cho, Hyunjoong; Kim, Jaehong; Lee, Jaeyeon; Yang, Seungjoon Deep neural networks with a set of node-wise varying activation functions. (English) Zbl 1468.68184 Neural Netw. 126, 118-131 (2020). MSC: 68T07 62H25 PDFBibTeX XMLCite \textit{J. Jang} et al., Neural Netw. 126, 118--131 (2020; Zbl 1468.68184) Full Text: DOI arXiv
Nakada, Ryumei; Imaizumi, Masaaki Adaptive approximation and generalization of deep neural network with intrinsic dimensionality. (English) Zbl 1525.68135 J. Mach. Learn. Res. 21, Paper No. 174, 38 p. (2020). MSC: 68T07 PDFBibTeX XMLCite \textit{R. Nakada} and \textit{M. Imaizumi}, J. Mach. Learn. Res. 21, Paper No. 174, 38 p. (2020; Zbl 1525.68135) Full Text: arXiv Link
Valle, Marcos Eduardo; Lobo, Rodolfo Anibal Quaternion-valued recurrent projection neural networks on unit quaternions. (English) Zbl 1460.68094 Theor. Comput. Sci. 843, 136-152 (2020). MSC: 68T07 15A67 PDFBibTeX XMLCite \textit{M. E. Valle} and \textit{R. A. Lobo}, Theor. Comput. Sci. 843, 136--152 (2020; Zbl 1460.68094) Full Text: DOI arXiv
Georgiev, Dobromir; Gurov, Todor Distributed deep learning on heterogeneous computing resources using gossip communication. (English) Zbl 1437.68155 Lirkov, Ivan (ed.) et al., Large-scale scientific computing. 12th international conference, LSSC 2019, Sozopol, Bulgaria, June 10–14, 2019. Revised selected papers. Cham: Springer. Lect. Notes Comput. Sci. 11958, 220-227 (2020). MSC: 68T07 68M10 68M14 PDFBibTeX XMLCite \textit{D. Georgiev} and \textit{T. Gurov}, Lect. Notes Comput. Sci. 11958, 220--227 (2020; Zbl 1437.68155) Full Text: DOI
Rousseau, François; Drumetz, Lucas; Fablet, Ronan Residual networks as flows of diffeomorphisms. (English) Zbl 1434.68521 J. Math. Imaging Vis. 62, No. 3, 365-375 (2020). MSC: 68T07 37C10 PDFBibTeX XMLCite \textit{F. Rousseau} et al., J. Math. Imaging Vis. 62, No. 3, 365--375 (2020; Zbl 1434.68521) Full Text: DOI arXiv HAL
Kobayashi, Masaki Split quaternion-valued twin-multistate Hopfield neural networks. (English) Zbl 1439.82035 Adv. Appl. Clifford Algebr. 30, No. 3, Paper No. 30, 9 p. (2020). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 82C32 68T05 PDFBibTeX XMLCite \textit{M. Kobayashi}, Adv. Appl. Clifford Algebr. 30, No. 3, Paper No. 30, 9 p. (2020; Zbl 1439.82035) Full Text: DOI
Zhu, Wei; Qiu, Qiang; Wang, Bao; Lu, Jianfeng; Sapiro, Guillermo; Daubechies, Ingrid Stop memorizing: a data-dependent regularization framework for intrinsic pattern learning. (English) Zbl 1490.68195 SIAM J. Math. Data Sci. 1, No. 3, 476-496 (2019). MSC: 68T05 68T07 68T10 68U05 PDFBibTeX XMLCite \textit{W. Zhu} et al., SIAM J. Math. Data Sci. 1, No. 3, 476--496 (2019; Zbl 1490.68195) Full Text: DOI arXiv
Liu, Haomiao; Wang, Ruiping; Shan, Shiguang; Chen, Xilin Deep supervised hashing for fast image retrieval. (English) Zbl 1477.68515 Int. J. Comput. Vis. 127, No. 9, 1217-1234 (2019). MSC: 68U10 68P20 68T07 PDFBibTeX XMLCite \textit{H. Liu} et al., Int. J. Comput. Vis. 127, No. 9, 1217--1234 (2019; Zbl 1477.68515) Full Text: DOI
Yao, Xin; Huang, Tianchi; Wu, Chenglei; Zhang, Rui-Xiao; Sun, Lifeng Adversarial feature alignment: avoid catastrophic forgetting in incremental task lifelong learning. (English) Zbl 1429.92030 Neural Comput. 31, No. 11, 2266-2291 (2019). MSC: 92B20 91E40 PDFBibTeX XMLCite \textit{X. Yao} et al., Neural Comput. 31, No. 11, 2266--2291 (2019; Zbl 1429.92030) Full Text: DOI arXiv
Higham, Catherine F.; Higham, Desmond J. Deep learning: an introduction for applied mathematicians. (English) Zbl 1440.68214 SIAM Rev. 61, No. 4, 860-891 (2019). MSC: 68T05 68T07 65K10 65D15 PDFBibTeX XMLCite \textit{C. F. Higham} and \textit{D. J. Higham}, SIAM Rev. 61, No. 4, 860--891 (2019; Zbl 1440.68214) Full Text: DOI arXiv
He, Juncai; Xu, Jinchao MgNet: a unified framework of multigrid and convolutional neural network. (English) Zbl 1476.65026 Sci. China, Math. 62, No. 7, 1331-1354 (2019). MSC: 65D19 65N55 68T07 68T30 PDFBibTeX XMLCite \textit{J. He} and \textit{J. Xu}, Sci. China, Math. 62, No. 7, 1331--1354 (2019; Zbl 1476.65026) Full Text: DOI arXiv
Ju, Cheng; Bibaut, Aurélien; van der Laan, Mark The relative performance of ensemble methods with deep convolutional neural networks for image classification. (English) Zbl 1516.62366 J. Appl. Stat. 45, No. 15, 2800-2818 (2018). MSC: 62-XX PDFBibTeX XMLCite \textit{C. Ju} et al., J. Appl. Stat. 45, No. 15, 2800--2818 (2018; Zbl 1516.62366) Full Text: DOI arXiv Link
Aggarwal, Charu C. Neural networks and deep learning. A textbook. (English) Zbl 1402.68001 Cham: Springer (ISBN 978-3-319-94462-3/hbk; 978-3-319-94463-0/ebook). xxiii, 497 p. (2018). Reviewer: Irina Ioana Mohorianu (Oxford) MSC: 68-01 68T05 68T07 82C32 92B20 PDFBibTeX XMLCite \textit{C. C. Aggarwal}, Neural networks and deep learning. A textbook. Cham: Springer (2018; Zbl 1402.68001) Full Text: DOI