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@inproceedings{DBLP:conf/wsdm/WangZW24,
author = {Fali Wang and
Tianxiang Zhao and
Suhang Wang},
editor = {Luz Angelica Caudillo{-}Mata and
Silvio Lattanzi and
Andr{\'{e}}s Mu{\~{n}}oz Medina and
Leman Akoglu and
Aristides Gionis and
Sergei Vassilvitskii},
title = {Distribution Consistency based Self-Training for Graph Neural Networks
with Sparse Labels},
booktitle = {Proceedings of the 17th {ACM} International Conference on Web Search
and Data Mining, {WSDM} 2024, Merida, Mexico, March 4-8, 2024},
pages = {712--720},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3616855.3635793},
doi = {10.1145/3616855.3635793},
timestamp = {Mon, 01 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/WangZW24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-10394,
author = {Fali Wang and
Tianxiang Zhao and
Suhang Wang},
title = {Distribution Consistency based Self-Training for Graph Neural Networks
with Sparse Labels},
journal = {CoRR},
volume = {abs/2401.10394},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.10394},
doi = {10.48550/ARXIV.2401.10394},
eprinttype = {arXiv},
eprint = {2401.10394},
timestamp = {Fri, 02 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-10394.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-11025,
author = {Junbo Li and
Zichen Miao and
Qiang Qiu and
Ruqi Zhang},
title = {Training Bayesian Neural Networks with Sparse Subspace Variational
Inference},
journal = {CoRR},
volume = {abs/2402.11025},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.11025},
doi = {10.48550/ARXIV.2402.11025},
eprinttype = {arXiv},
eprint = {2402.11025},
timestamp = {Mon, 26 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-11025.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuromorphic/PetschenigL23,
author = {Horst Petschenig and
Robert Legenstein},
title = {Quantized rewiring: hardware-aware training of sparse deep neural
networks},
journal = {Neuromorph. Comput. Eng.},
volume = {3},
number = {2},
pages = {24006},
year = {2023},
url = {https://doi.org/10.1088/2634-4386/accd8f},
doi = {10.1088/2634-4386/ACCD8F},
timestamp = {Sat, 13 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuromorphic/PetschenigL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/date/FangSZW23,
author = {Chao Fang and
Wei Sun and
Aojun Zhou and
Zhongfeng Wang},
title = {{CEST:} Computation-Efficient {N:M} Sparse Training for Deep Neural
Networks},
booktitle = {Design, Automation {\&} Test in Europe Conference {\&} Exhibition,
{DATE} 2023, Antwerp, Belgium, April 17-19, 2023},
pages = {1--2},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.23919/DATE56975.2023.10137121},
doi = {10.23919/DATE56975.2023.10137121},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/date/FangSZW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/AliNN23,
author = {Murtiza Ali and
Aditya Arie Nugraha and
Karan Nathwani},
title = {Exploiting Sparse Recovery Algorithms for Semi-Supervised Training
of Deep Neural Networks for Direction-of-Arrival Estimation},
booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing
{ICASSP} 2023, Rhodes Island, Greece, June 4-10, 2023},
pages = {1--5},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/ICASSP49357.2023.10095717},
doi = {10.1109/ICASSP49357.2023.10095717},
timestamp = {Sun, 05 Nov 2023 16:51:21 +0100},
biburl = {https://dblp.org/rec/conf/icassp/AliNN23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LiuCZZ0H23,
author = {Zirui Liu and
Shengyuan Chen and
Kaixiong Zhou and
Daochen Zha and
Xiao Huang and
Xia Hu},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {{RSC:} Accelerate Graph Neural Networks Training via Randomized Sparse
Computations},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {21951--21968},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/liu23ad.html},
timestamp = {Tue, 30 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/LiuCZZ0H23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/NikdanPIKA23,
author = {Mahdi Nikdan and
Tommaso Pegolotti and
Eugenia Iofinova and
Eldar Kurtic and
Dan Alistarh},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {SparseProp: Efficient Sparse Backpropagation for Faster Training of
Neural Networks at the Edge},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {26215--26227},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/nikdan23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/NikdanPIKA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ipps/FanWC23,
author = {Ruibo Fan and
Wei Wang and
Xiaowen Chu},
title = {Fast Sparse {GPU} Kernels for Accelerated Training of Graph Neural
Networks},
booktitle = {{IEEE} International Parallel and Distributed Processing Symposium,
{IPDPS} 2023, St. Petersburg, FL, USA, May 15-19, 2023},
pages = {501--511},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/IPDPS54959.2023.00057},
doi = {10.1109/IPDPS54959.2023.00057},
timestamp = {Sun, 06 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ipps/FanWC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ksem/YaoWGSLWWC23,
author = {Tiechui Yao and
Jue Wang and
Junyu Gu and
Yumeng Shi and
Fang Liu and
Xiaoguang Wang and
Yangang Wang and
Xuebin Chi},
editor = {Zhi Jin and
Yuncheng Jiang and
Robert Andrei Buchmann and
Yaxin Bi and
Ana{-}Maria Ghiran and
Wenjun Ma},
title = {A Sparse Matrix Optimization Method for Graph Neural Networks Training},
booktitle = {Knowledge Science, Engineering and Management - 16th International
Conference, {KSEM} 2023, Guangzhou, China, August 16-18, 2023, Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {14117},
pages = {114--123},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-40283-8\_11},
doi = {10.1007/978-3-031-40283-8\_11},
timestamp = {Fri, 18 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ksem/YaoWGSLWWC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Engelken23,
author = {Rainer Engelken},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {SparseProp: Efficient Event-Based Simulation and Training of Sparse
Recurrent Spiking Neural Networks},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/0b443d358a391166d1fbf551fb53de02-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/Engelken23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-04852,
author = {Mahdi Nikdan and
Tommaso Pegolotti and
Eugenia Iofinova and
Eldar Kurtic and
Dan Alistarh},
title = {SparseProp: Efficient Sparse Backpropagation for Faster Training of
Neural Networks},
journal = {CoRR},
volume = {abs/2302.04852},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.04852},
doi = {10.48550/ARXIV.2302.04852},
eprinttype = {arXiv},
eprint = {2302.04852},
timestamp = {Mon, 13 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-04852.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-06941,
author = {Abhisek Kundu and
Naveen K. Mellempudi and
Dharma Teja Vooturi and
Bharat Kaul and
Pradeep Dubey},
title = {{AUTOSPARSE:} Towards Automated Sparse Training of Deep Neural Networks},
journal = {CoRR},
volume = {abs/2304.06941},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.06941},
doi = {10.48550/ARXIV.2304.06941},
eprinttype = {arXiv},
eprint = {2304.06941},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-06941.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-17216,
author = {Rainer Engelken},
title = {SparseProp: Efficient Event-Based Simulation and Training of Sparse
Recurrent Spiking Neural Networks},
journal = {CoRR},
volume = {abs/2312.17216},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.17216},
doi = {10.48550/ARXIV.2312.17216},
eprinttype = {arXiv},
eprint = {2312.17216},
timestamp = {Wed, 10 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-17216.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/AtashgahiPLMVP22,
author = {Zahra Atashgahi and
Joost Pieterse and
Shiwei Liu and
Decebal Constantin Mocanu and
Raymond N. J. Veldhuis and
Mykola Pechenizkiy},
title = {A brain-inspired algorithm for training highly sparse neural networks},
journal = {Mach. Learn.},
volume = {111},
number = {12},
pages = {4411--4452},
year = {2022},
url = {https://doi.org/10.1007/s10994-022-06266-w},
doi = {10.1007/S10994-022-06266-W},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/AtashgahiPLMVP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpp/LiLL0YD22,
author = {Shengwei Li and
Zhiquan Lai and
Dongsheng Li and
Yiming Zhang and
Xiangyu Ye and
Yabo Duan},
title = {EmbRace: Accelerating Sparse Communication for Distributed Training
of Deep Neural Networks},
booktitle = {Proceedings of the 51st International Conference on Parallel Processing,
{ICPP} 2022, Bordeaux, France, 29 August 2022 - 1 September 2022},
pages = {7:1--7:11},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3545008.3545011},
doi = {10.1145/3545008.3545011},
timestamp = {Tue, 31 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icpp/LiLL0YD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-08629,
author = {Chuang Liu and
Xueqi Ma and
Yibing Zhan and
Liang Ding and
Dapeng Tao and
Bo Du and
Wenbin Hu and
Danilo P. Mandic},
title = {Comprehensive Graph Gradual Pruning for Sparse Training in Graph Neural
Networks},
journal = {CoRR},
volume = {abs/2207.08629},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.08629},
doi = {10.48550/ARXIV.2207.08629},
eprinttype = {arXiv},
eprint = {2207.08629},
timestamp = {Thu, 13 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-08629.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-10737,
author = {Zirui Liu and
Shengyuan Chen and
Kaixiong Zhou and
Daochen Zha and
Xiao Huang and
Xia Hu},
title = {{RSC:} Accelerating Graph Neural Networks Training via Randomized
Sparse Computations},
journal = {CoRR},
volume = {abs/2210.10737},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.10737},
doi = {10.48550/ARXIV.2210.10737},
eprinttype = {arXiv},
eprint = {2210.10737},
timestamp = {Tue, 30 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-10737.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/LabanAEST21,
author = {Noureldin Laban and
Bassam Abdellatif and
Hala M. Ebeid and
Howida A. Shedeed and
Mohamed F. Tolba},
title = {Sparse Pixel Training of Convolutional Neural Networks for Land Cover
Classification},
journal = {{IEEE} Access},
volume = {9},
pages = {52067--52078},
year = {2021},
url = {https://doi.org/10.1109/ACCESS.2021.3069882},
doi = {10.1109/ACCESS.2021.3069882},
timestamp = {Thu, 29 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/access/LabanAEST21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nca/LiuNMMP21,
author = {Shiwei Liu and
Iftitahu Ni'mah and
Vlado Menkovski and
Decebal Constantin Mocanu and
Mykola Pechenizkiy},
title = {Efficient and effective training of sparse recurrent neural networks},
journal = {Neural Comput. Appl.},
volume = {33},
number = {15},
pages = {9625--9636},
year = {2021},
url = {https://doi.org/10.1007/s00521-021-05727-y},
doi = {10.1007/S00521-021-05727-Y},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nca/LiuNMMP21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/CaiafaWSZ21,
author = {Cesar F. Caiafa and
Ziyao Wang and
Jordi Sol{\'{e}}{-}Casals and
Qibin Zhao},
title = {Learning From Incomplete Features by Simultaneous Training of Neural
Networks and Sparse Coding},
booktitle = {{IEEE} Conference on Computer Vision and Pattern Recognition Workshops,
{CVPR} Workshops 2021, virtual, June 19-25, 2021},
pages = {2621--2630},
publisher = {Computer Vision Foundation / {IEEE}},
year = {2021},
url = {https://openaccess.thecvf.com/content/CVPR2021W/LLID/html/Caiafa\_Learning\_From\_Incomplete\_Features\_by\_Simultaneous\_Training\_of\_Neural\_Networks\_CVPRW\_2021\_paper.html},
doi = {10.1109/CVPRW53098.2021.00296},
timestamp = {Mon, 18 Jul 2022 16:47:41 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/CaiafaWSZ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hpcc/YangWTSZ21,
author = {Jianchao Yang and
Mei Wen and
Minjin Tang and
Junzhong Shen and
Chunyuan Zhang},
title = {{SAI:} Self-Adjusting Incremental Quantile Estimation for Sparse Training
of Neural Networks on Hardware Accelerators},
booktitle = {2021 {IEEE} 23rd Int Conf on High Performance Computing {\&} Communications;
7th Int Conf on Data Science {\&} Systems; 19th Int Conf on Smart
City; 7th Int Conf on Dependability in Sensor, Cloud {\&} Big
Data Systems {\&} Application (HPCC/DSS/SmartCity/DependSys),
Haikou, Hainan, China, December 20-22, 2021},
pages = {1049--1058},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/HPCC-DSS-SmartCity-DependSys53884.2021.00165},
doi = {10.1109/HPCC-DSS-SMARTCITY-DEPENDSYS53884.2021.00165},
timestamp = {Thu, 09 Jun 2022 16:39:42 +0200},
biburl = {https://dblp.org/rec/conf/hpcc/YangWTSZ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ics/DemirciF21,
author = {Gunduz Vehbi Demirci and
Hakan Ferhatosmanoglu},
editor = {Huiyang Zhou and
Jose Moreira and
Frank Mueller and
Yoav Etsion},
title = {Partitioning sparse deep neural networks for scalable training and
inference},
booktitle = {{ICS} '21: 2021 International Conference on Supercomputing, Virtual
Event, USA, June 14-17, 2021},
pages = {254--265},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3447818.3460372},
doi = {10.1145/3447818.3460372},
timestamp = {Wed, 09 Jun 2021 15:33:33 +0200},
biburl = {https://dblp.org/rec/conf/ics/DemirciF21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isscc/ParkLJ21,
author = {Jeongwoo Park and
Sunwoo Lee and
Dongsuk Jeon},
title = {A 40nm 4.81TFLOPS/W 8b Floating-Point Training Processor for Non-Sparse
Neural Networks Using Shared Exponent Bias and 24-Way Fused Multiply-Add
Tree},
booktitle = {{IEEE} International Solid-State Circuits Conference, {ISSCC} 2021,
San Francisco, CA, USA, February 13-22, 2021},
pages = {148--150},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/ISSCC42613.2021.9366031},
doi = {10.1109/ISSCC42613.2021.9366031},
timestamp = {Wed, 10 Mar 2021 15:02:58 +0100},
biburl = {https://dblp.org/rec/conf/isscc/ParkLJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SungNR21,
author = {Yi{-}Lin Sung and
Varun Nair and
Colin Raffel},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Training Neural Networks with Fixed Sparse Masks},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {24193--24205},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/cb2653f548f8709598e8b5156738cc51-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/SungNR21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-11805,
author = {Gunduz Vehbi Demirci and
Hakan Ferhatosmanoglu},
title = {Partitioning sparse deep neural networks for scalable training and
inference},
journal = {CoRR},
volume = {abs/2104.11805},
year = {2021},
url = {https://arxiv.org/abs/2104.11805},
eprinttype = {arXiv},
eprint = {2104.11805},
timestamp = {Mon, 03 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-11805.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-09021,
author = {Lorenzo Chicchi and
Lorenzo Giambagli and
Lorenzo Buffoni and
Timoteo Carletti and
Marco Ciavarella and
Duccio Fanelli},
title = {On the training of sparse and dense deep neural networks: less parameters,
same performance},
journal = {CoRR},
volume = {abs/2106.09021},
year = {2021},
url = {https://arxiv.org/abs/2106.09021},
eprinttype = {arXiv},
eprint = {2106.09021},
timestamp = {Tue, 29 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-09021.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-09132,
author = {Shengwei Li and
Zhiquan Lai and
Dongsheng Li and
Xiangyu Ye and
Yabo Duan},
title = {EmbRace: Accelerating Sparse Communication for Distributed Training
of {NLP} Neural Networks},
journal = {CoRR},
volume = {abs/2110.09132},
year = {2021},
url = {https://arxiv.org/abs/2110.09132},
eprinttype = {arXiv},
eprint = {2110.09132},
timestamp = {Tue, 14 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-09132.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-09839,
author = {Yi{-}Lin Sung and
Varun Nair and
Colin Raffel},
title = {Training Neural Networks with Fixed Sparse Masks},
journal = {CoRR},
volume = {abs/2111.09839},
year = {2021},
url = {https://arxiv.org/abs/2111.09839},
eprinttype = {arXiv},
eprint = {2111.09839},
timestamp = {Mon, 22 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-09839.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dac/DaiYYCLSCZ20,
author = {Pengcheng Dai and
Jianlei Yang and
Xucheng Ye and
Xingzhou Cheng and
Junyu Luo and
Linghao Song and
Yiran Chen and
Weisheng Zhao},
title = {SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional
Neural Networks Training},
booktitle = {57th {ACM/IEEE} Design Automation Conference, {DAC} 2020, San Francisco,
CA, USA, July 20-24, 2020},
pages = {1--6},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/DAC18072.2020.9218710},
doi = {10.1109/DAC18072.2020.9218710},
timestamp = {Wed, 20 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dac/DaiYYCLSCZ20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/infocom/YangLCL20,
author = {Yuetong Yang and
Zhiquan Lai and
Lei Cai and
Dongsheng Li},
title = {Poster Abstract: Model Average-based Distributed Training for Sparse
Deep Neural Networks},
booktitle = {39th {IEEE} Conference on Computer Communications, {INFOCOM} Workshops
2020, Toronto, ON, Canada, July 6-9, 2020},
pages = {1346--1347},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/INFOCOMWKSHPS50562.2020.9162748},
doi = {10.1109/INFOCOMWKSHPS50562.2020.9162748},
timestamp = {Tue, 14 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/infocom/YangLCL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/islped/SimCL20,
author = {Hyeonuk Sim and
Jooyeon Choi and
Jongeun Lee},
editor = {David Atienza Alonso and
Qinru Qiu and
Sherief Reda and
Yiran Chen},
title = {SparTANN: sparse training accelerator for neural networks with threshold-based
sparsification},
booktitle = {{ISLPED} '20: {ACM/IEEE} International Symposium on Low Power Electronics
and Design, Boston, Massachusetts, August 10-12, 2020},
pages = {211--216},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3370748.3406554},
doi = {10.1145/3370748.3406554},
timestamp = {Tue, 05 Jul 2022 15:18:16 +0200},
biburl = {https://dblp.org/rec/conf/islped/SimCL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-11316,
author = {Namhoon Lee and
Philip H. S. Torr and
Martin Jaggi},
title = {Data Parallelism in Training Sparse Neural Networks},
journal = {CoRR},
volume = {abs/2003.11316},
year = {2020},
url = {https://arxiv.org/abs/2003.11316},
eprinttype = {arXiv},
eprint = {2003.11316},
timestamp = {Wed, 01 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-11316.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-13595,
author = {Pengcheng Dai and
Jianlei Yang and
Xucheng Ye and
Xingzhou Cheng and
Junyu Luo and
Linghao Song and
Yiran Chen and
Weisheng Zhao},
title = {SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional
Neural Networks Training},
journal = {CoRR},
volume = {abs/2007.13595},
year = {2020},
url = {https://arxiv.org/abs/2007.13595},
eprinttype = {arXiv},
eprint = {2007.13595},
timestamp = {Wed, 20 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-13595.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-09661,
author = {Jonathan W. Siegel and
Jianhong Chen and
Jinchao Xu},
title = {Training Sparse Neural Networks using Compressed Sensing},
journal = {CoRR},
volume = {abs/2008.09661},
year = {2020},
url = {https://arxiv.org/abs/2008.09661},
eprinttype = {arXiv},
eprint = {2008.09661},
timestamp = {Fri, 28 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-09661.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-10183,
author = {Skyler Seto and
Martin T. Wells and
Wenyu Zhang},
title = {Hierarchical Adaptive Lasso: Learning Sparse Neural Networks with
Shrinkage via Single Stage Training},
journal = {CoRR},
volume = {abs/2008.10183},
year = {2020},
url = {https://arxiv.org/abs/2008.10183},
eprinttype = {arXiv},
eprint = {2008.10183},
timestamp = {Wed, 01 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-10183.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-14047,
author = {Cesar F. Caiafa and
Ziyao Wang and
Jordi Sol{\'{e}}{-}Casals and
Qibin Zhao},
title = {Learning from Incomplete Data by Simultaneous Training of Neural Networks
and Sparse Coding},
journal = {CoRR},
volume = {abs/2011.14047},
year = {2020},
url = {https://arxiv.org/abs/2011.14047},
eprinttype = {arXiv},
eprint = {2011.14047},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2011-14047.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hpec/Hasanzadeh-Mofrad19,
author = {Mohammad Hasanzadeh{-}Mofrad and
Rami G. Melhem and
Muhammad Yousuf Ahmad and
Mohammad Hammoud},
title = {Multithreaded Layer-wise Training of Sparse Deep Neural Networks using
Compressed Sparse Column},
booktitle = {2019 {IEEE} High Performance Extreme Computing Conference, {HPEC}
2019, Waltham, MA, USA, September 24-26, 2019},
pages = {1--6},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/HPEC.2019.8916494},
doi = {10.1109/HPEC.2019.8916494},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/hpec/Hasanzadeh-Mofrad19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hpec/WangHKXWZL19,
author = {Jianzong Wang and
Zhangcheng Huang and
Lingwei Kong and
Jing Xiao and
Pengyu Wang and
Lu Zhang and
Chao Li},
title = {Performance of Training Sparse Deep Neural Networks on GPUs},
booktitle = {2019 {IEEE} High Performance Extreme Computing Conference, {HPEC}
2019, Waltham, MA, USA, September 24-26, 2019},
pages = {1--5},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/HPEC.2019.8916506},
doi = {10.1109/HPEC.2019.8916506},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/hpec/WangHKXWZL19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MostafaW19,
author = {Hesham Mostafa and
Xin Wang},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {Parameter efficient training of deep convolutional neural networks
by dynamic sparse reparameterization},
booktitle = {Proceedings of the 36th International Conference on Machine Learning,
{ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {97},
pages = {4646--4655},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/mostafa19a.html},
timestamp = {Tue, 11 Jun 2019 15:37:38 +0200},
biburl = {https://dblp.org/rec/conf/icml/MostafaW19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-05967,
author = {Hesham Mostafa and
Xin Wang},
title = {Parameter Efficient Training of Deep Convolutional Neural Networks
by Dynamic Sparse Reparameterization},
journal = {CoRR},
volume = {abs/1902.05967},
year = {2019},
url = {http://arxiv.org/abs/1902.05967},
eprinttype = {arXiv},
eprint = {1902.05967},
timestamp = {Tue, 21 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1902-05967.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-10732,
author = {Utku Evci and
Fabian Pedregosa and
Aidan N. Gomez and
Erich Elsen},
title = {The Difficulty of Training Sparse Neural Networks},
journal = {CoRR},
volume = {abs/1906.10732},
year = {2019},
url = {http://arxiv.org/abs/1906.10732},
eprinttype = {arXiv},
eprint = {1906.10732},
timestamp = {Thu, 27 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-10732.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-11786,
author = {Matej Balog and
Bart van Merri{\"{e}}nboer and
Subhodeep Moitra and
Yujia Li and
Daniel Tarlow},
title = {Fast Training of Sparse Graph Neural Networks on Dense Hardware},
journal = {CoRR},
volume = {abs/1906.11786},
year = {2019},
url = {http://arxiv.org/abs/1906.11786},
eprinttype = {arXiv},
eprint = {1906.11786},
timestamp = {Mon, 01 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-11786.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/Xia18,
author = {Xiao{-}Lei Xia},
title = {Training sparse least squares support vector machines by the {QR}
decomposition},
journal = {Neural Networks},
volume = {106},
pages = {175--184},
year = {2018},
url = {https://doi.org/10.1016/j.neunet.2018.07.008},
doi = {10.1016/J.NEUNET.2018.07.008},
timestamp = {Sat, 30 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/Xia18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-04222,
author = {Xiaodong Jia and
Liang Zhao and
Lian Zhang and
Juncai He and
Jinchao Xu},
title = {Modified Regularized Dual Averaging Method for Training Sparse Convolutional
Neural Networks},
journal = {CoRR},
volume = {abs/1807.04222},
year = {2018},
url = {http://arxiv.org/abs/1807.04222},
eprinttype = {arXiv},
eprint = {1807.04222},
timestamp = {Wed, 15 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1807-04222.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/SrinivasSB17,
author = {Suraj Srinivas and
Akshayvarun Subramanya and
R. Venkatesh Babu},
title = {Training Sparse Neural Networks},
booktitle = {2017 {IEEE} Conference on Computer Vision and Pattern Recognition
Workshops, {CVPR} Workshops 2017, Honolulu, HI, USA, July 21-26, 2017},
pages = {455--462},
publisher = {{IEEE} Computer Society},
year = {2017},
url = {https://doi.org/10.1109/CVPRW.2017.61},
doi = {10.1109/CVPRW.2017.61},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/SrinivasSB17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/DeySCB17,
author = {Sourya Dey and
Yinan Shao and
Keith M. Chugg and
Peter A. Beerel},
editor = {Alessandra Lintas and
Stefano Rovetta and
Paul F. M. J. Verschure and
Alessandro E. P. Villa},
title = {Accelerating Training of Deep Neural Networks via Sparse Edge Processing},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2017 - 26th
International Conference on Artificial Neural Networks, Alghero, Italy,
September 11-14, 2017, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {10613},
pages = {273--280},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-68600-4\_32},
doi = {10.1007/978-3-319-68600-4\_32},
timestamp = {Sun, 25 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/DeySCB17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/HanPNMGTEVPTCD17,
author = {Song Han and
Jeff Pool and
Sharan Narang and
Huizi Mao and
Enhao Gong and
Shijian Tang and
Erich Elsen and
Peter Vajda and
Manohar Paluri and
John Tran and
Bryan Catanzaro and
William J. Dally},
title = {{DSD:} Dense-Sparse-Dense Training for Deep Neural Networks},
booktitle = {5th International Conference on Learning Representations, {ICLR} 2017,
Toulon, France, April 24-26, 2017, Conference Track Proceedings},
publisher = {OpenReview.net},
year = {2017},
url = {https://openreview.net/forum?id=HyoST\_9xl},
timestamp = {Fri, 20 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/HanPNMGTEVPTCD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MocanuMSNGL17,
author = {Decebal Constantin Mocanu and
Elena Mocanu and
Peter Stone and
Phuong H. Nguyen and
Madeleine Gibescu and
Antonio Liotta},
title = {Evolutionary Training of Sparse Artificial Neural Networks: {A} Network
Science Perspective},
journal = {CoRR},
volume = {abs/1707.04780},
year = {2017},
url = {http://arxiv.org/abs/1707.04780},
eprinttype = {arXiv},
eprint = {1707.04780},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MocanuMSNGL17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-01343,
author = {Sourya Dey and
Yinan Shao and
Keith M. Chugg and
Peter A. Beerel},
title = {Accelerating Training of Deep Neural Networks via Sparse Edge Processing},
journal = {CoRR},
volume = {abs/1711.01343},
year = {2017},
url = {http://arxiv.org/abs/1711.01343},
eprinttype = {arXiv},
eprint = {1711.01343},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-01343.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HanPNMTECTD16,
author = {Song Han and
Jeff Pool and
Sharan Narang and
Huizi Mao and
Shijian Tang and
Erich Elsen and
Bryan Catanzaro and
John Tran and
William J. Dally},
title = {{DSD:} Regularizing Deep Neural Networks with Dense-Sparse-Dense Training
Flow},
journal = {CoRR},
volume = {abs/1607.04381},
year = {2016},
url = {http://arxiv.org/abs/1607.04381},
eprinttype = {arXiv},
eprint = {1607.04381},
timestamp = {Fri, 20 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/HanPNMTECTD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SrinivasSB16,
author = {Suraj Srinivas and
Akshayvarun Subramanya and
R. Venkatesh Babu},
title = {Training Sparse Neural Networks},
journal = {CoRR},
volume = {abs/1611.06694},
year = {2016},
url = {http://arxiv.org/abs/1611.06694},
eprinttype = {arXiv},
eprint = {1611.06694},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SrinivasSB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/corr/SedghiA14,
author = {Hanie Sedghi and
Anima Anandkumar},
editor = {Yoshua Bengio and
Yann LeCun},
title = {Provable Methods for Training Neural Networks with Sparse Connectivity},
booktitle = {3rd International Conference on Learning Representations, {ICLR} 2015,
San Diego, CA, USA, May 7-9, 2015, Workshop Track Proceedings},
year = {2015},
url = {http://arxiv.org/abs/1412.2693},
timestamp = {Wed, 17 Jul 2019 10:40:54 +0200},
biburl = {https://dblp.org/rec/journals/corr/SedghiA14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Giustolisi04,
author = {Orazio Giustolisi},
title = {Sparse solution in training artificial neural networks},
journal = {Neurocomputing},
volume = {56},
pages = {285--304},
year = {2004},
url = {https://doi.org/10.1016/j.neucom.2003.09.005},
doi = {10.1016/J.NEUCOM.2003.09.005},
timestamp = {Tue, 06 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/Giustolisi04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fskd/LerTC02,
author = {Y. H. Ler and
Mike Turega and
R. A. Cottis},
editor = {Lipo Wang and
Saman K. Halgamuge and
Xin Yao},
title = {Training Neural Networks to Produce Smooth Interpolations Between
Sparsely distributed Data Points},
booktitle = {FSDK'02, Proceedings of the 1st International Conference on Fuzzy
Systems and Knowledge Discovery: Computational Intelligence for the
E-Age, 2 Volumes, November 18-22, 2002, Orchid Country Club, Singapore},
pages = {677--681},
year = {2002},
timestamp = {Mon, 22 May 2017 14:08:56 +0200},
biburl = {https://dblp.org/rec/conf/fskd/LerTC02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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