cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18710/9x52wa/w41yoe
title: 20220225_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/wgdlwm
title: 20220206_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/wkodf4
title: 20220114_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/yifsfr
title: 20220217_HOP_REDTEC_glo.txt
DOI: 10.18710/9x52wa/yp551z
title: 20220118_HOP_REDTEC_gps.txt
DOI: 10.18710/cuvrzx/8vc3hh
title: 20220720_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/bx9bzb
title: 20220806_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/c8rpt0
title: 20220718_KHO_REDTEC_gps.txt
DOI: 10.18710/cuvrzx/enr2jo
title: 20220721_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/hw9rh3
title: 20220831_KHO_REDTEC_gps.txt
DOI: 10.18710/cuvrzx/jwnvw4
title: 20220721_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/lfbkfb
title: 20220911_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/obrhcu
title: 20220824_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/qdwouc
title: 20220824_KHO_REDTEC_gps.txt
DOI: 10.18710/cuvrzx/rmzbfw
title: 20220802_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/shc75j
title: 20220817_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/t7c3gn
title: 20220729_KHO_REDTEC_gps.txt
DOI: 10.18710/cuvrzx/whr95u
title: 20220829_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/wnjlrv
title: 20220906_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/wvm1ja
title: 20220926_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/y4zcdu
title: 20220902_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/zsnrur
title: 20220811_KHO_REDTEC_gps.txt
DOI: 10.18710/skqutl/0c0hen
title: 20220704_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/3edm1g
title: 20220711_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/3et4mw
title: 20220929_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/3ocyd6
title: 20221006_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/6wxwm0
title: 20220907_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/7hmokp
title: 20220824_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/8fptgd
title: 20220701_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/a0r4n7
title: 20221023_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/a5gywc
title: 20220725_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/d8g7yy
title: 20220726_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/eis48a
title: 20220927_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/emrv37
title: 20220710_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/ghapm3
title: 20220906_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/jiwt4m
title: 20221028_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/ljwwb2
title: 20220919_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/mnqsnw
title: 20220730_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/mrmshq
title: 20220923_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/qrgxto
title: 20221206_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/rdbnh3
title: 20220910_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/swzlbs
title: 20221204_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/tft12n
title: 20220828_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/uu0juv
title: 20220817_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/vsdhst
title: 20221024_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/xfwxqp
title: 20220720_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/xjcgbw
title: 20220806_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/xmvkkd
title: 20221231_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/xs0jgs
title: 20220831_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/ypdvwr
title: 20220710_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/z8xwji
title: 20220719_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/zlagxs
title: 20220904_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/zuniyi
title: 20220829_BJN_REDTEC_gal.txt
DOI: 10.18710/7puepj/prx0fk
title: 20220202_NYA_REDOBS_gps.txt
DOI: 10.18710/9x52wa/4hpsu8
title: 20220422_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/7xxv9m
title: 20220104_HOP_REDTEC_glo.txt
DOI: 10.18710/9x52wa/gftxj9
title: 20220204_HOP_REDTEC_glo.txt
DOI: 10.18710/9x52wa/i5dgaa
title: 20220202_HOP_REDTEC_glo.txt
DOI: 10.18710/9x52wa/qfmv0w
title: 20220515_HOP_REDTEC_glo.txt
DOI: 10.18710/9x52wa/rav9ma
title: 20220511_HOP_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/0ptkwc
title: 20220825_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/9pr7ph
title: 20220722_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/g7qyqf
title: 20220703_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/inov6i
title: 20221112_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/ixaaz6
title: 20220905_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/maaldi
title: 20220907_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/phxame
title: 20220812_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/rdpy8i
title: 20220717_KHO_REDTEC_gps.txt
DOI: 10.18710/skqutl/3104zn
title: 20221225_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/6ntgqz
title: 20220522_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/8bsilz
title: 20220330_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/elfkzy
title: 20220207_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/ifwivp
title: 20220223_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/lz7x1t
title: 20220324_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/qgpfyq
title: 20220314_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/qkysu4
title: 20220103_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/qvyhlk
title: 20220409_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/x9pxwj
title: 20220217_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/yvficc
title: 20220503_BJN_REDTEC_glo.txt
DOI: 10.18710/vm0wkq/nvnzpx
title: GTEx_blood_1_56965664.csv
DOI: 10.18710/zfadjs/dy7y0t
title: Bi2MoO6_RGO_160721.zip
DOI: 10.18710/9x52wa/pffjov
title: 20220205_HOP_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/302bm7
title: 20220715_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/7nlczp
title: 20220804_KHO_REDTEC_gps.txt
DOI: 10.18710/cuvrzx/lu4x1j
title: 20220711_KHO_REDTEC_gal.txt
DOI: 10.18710/skqutl/jm1acf
title: 20220925_BJN_REDTEC_glo.txt
DOI: 10.18710/vm0wkq/2bbwsg
title: STARNET_Vaf_2_85763520.csv
DOI: 10.18710/vm0wkq/lnyqyw
title: Chromosome 6.csv
DOI: 10.18710/vm0wkq/rrmafp
title: GTEx_Sklm_1_154395125.csv
DOI: 10.18710/zfadjs/e4uy7v
title: CS_S_018_Ca0p1Bi0p9FeO3.zip
DOI: 10.18710/zfadjs/juaewn
title: Fe2O3_Acros_Organics.zip
DOI: 10.18710/zfadjs/qjr9dr
title: Bi_Alfa_Aesar.zip
DOI: 10.18710/9x52wa/b2ig9i
title: 20220227_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/c0oakf
title: 20220416_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/t6e3rb
title: 20220321_HOP_REDTEC_glo.txt
DOI: 10.18710/bax9n5/bmdlrb
title: conf-single-class-runs_112-dur-pitch-vel-comb.tar.xz
DOI: 10.18710/cuvrzx/fbanid
title: 20221213_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/gummxw
title: 20220704_KHO_REDTEC_gal.txt
DOI: 10.18710/skqutl/0yh3vg
title: 20221128_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/1kp2ho
title: 20221022_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/24u17e
title: 20220127_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/3jw41a
title: 20220307_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/8gwqso
title: 20221213_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/cavfaq
title: 20220310_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/eevcyd
title: 20220418_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/faupab
title: 20220417_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/hmmd7n
title: 20221201_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/jfev1i
title: 20220327_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/pwzxbb
title: 20220330_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/qvyb2d
title: 20221006_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/spkprw
title: 20221027_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/wrkosf
title: 20220120_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/xjqczj
title: 20220530_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/xsyhxw
title: 20221013_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/y8etk9
title: 20220423_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/yt8bet
title: 20220120_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/yw2bbk
title: 20220524_BJN_REDTEC_glo.txt
DOI: 10.18710/vm0wkq/3dqjhc
title: STARNET_Aor_10_30323892.csv
DOI: 10.18710/vm0wkq/7f5wac
title: STARNET_Sklm_1_109817192.csv
DOI: 10.18710/vm0wkq/7hurh6
title: STARNET_Aor_6_12903957.csv
DOI: 10.18710/vm0wkq/9qghvq
title: GTEx_blood_2_203893999.csv
DOI: 10.18710/vm0wkq/atw1bd
title: STARNET_Mam_11_103673277.csv
DOI: 10.18710/vm0wkq/daj6gj
title: GTEx_Aor_10_91002927.csv
DOI: 10.18710/vm0wkq/fcbbiy
title: GTEx_Sf_19_11183837.csv
DOI: 10.18710/vm0wkq/iwmfta
title: Inter-tissue-1_109817192.csv
DOI: 10.18710/vm0wkq/kokyqs
title: GTEx_Aor_7_19049388.csv
DOI: 10.18710/vm0wkq/ks7gpt
title: STARNET_Sklm_15_79124475.csv
DOI: 10.18710/vm0wkq/m1hlro
title: STARNET_Mam_12_90008959.csv
DOI: 10.18710/vm0wkq/oh355t
title: STARNET_Sklm_2_204427340.csv
DOI: 10.18710/vm0wkq/oqgfwk
title: GTEx_blood_15_67455630.csv
DOI: 10.18710/vm0wkq/oyjlb0
title: Inter-tissue-19_11061315.csv
DOI: 10.18710/vm0wkq/qfoa8y
title: STARNET_Mam_21_35593827.csv
DOI: 10.18710/vm0wkq/qhug6f
title: STARNET_Aor_2_85763520.csv
DOI: 10.18710/vm0wkq/rsi4nt
title: GTEx_Sf_4_156639888.csv
DOI: 10.18710/vm0wkq/xs84vz
title: GTEx_blood_9_22085028.csv
DOI: 10.18710/vm0wkq/xuh039
title: STARNET_Mam_10_104604916.csv
DOI: 10.18710/zfadjs/ruydek
title: 0_sample_overview.xlsx

description: Overview of all the samples used in this data set including experimentalt details. This file is crucial to navigate through the data set.
DOI: 10.18710/9x52wa/mgyruv
title: 20220213_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/wybqer
title: 20220122_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/begca8
title: 20220207_HOP_REDTEC_gps.txt
DOI: 10.18710/9x52wa/d3wytm
title: 20220225_HOP_REDTEC_glo.txt
DOI: 10.18710/9x52wa/ei7kqh
title: 20220110_HOP_REDTEC_gps.txt
DOI: 10.18710/9x52wa/eym5hh
title: 20220119_HOP_REDTEC_gps.txt
DOI: 10.18710/9x52wa/gjh0hv
title: 20220219_HOP_REDTEC_glo.txt
DOI: 10.18710/9x52wa/gzqtcx
title: 20220107_HOP_REDTEC_glo.txt
DOI: 10.18710/9x52wa/iqrzro
title: 20220309_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/jxxe24
title: 20220107_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/kcgoei
title: 20220117_HOP_REDTEC_gps.txt
DOI: 10.18710/9x52wa/lds7qe
title: 20220323_HOP_REDTEC_gps.txt
DOI: 10.18710/9x52wa/p9fupy
title: 20220330_HOP_REDTEC_glo.txt
DOI: 10.18710/9x52wa/qgly6p
title: 20220108_HOP_REDTEC_gps.txt
DOI: 10.18710/9x52wa/queu7c
title: 20220129_HOP_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/3e360v
title: 20220713_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/9nqsru
title: 20220910_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/aadv1x
title: 20220929_KHO_REDTEC_gps.txt
DOI: 10.18710/cuvrzx/hd9shk
title: 20220705_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/htllfq
title: 20220911_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/ifzmga
title: 20220906_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/nozy2p
title: 20221013_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/poju8a
title: 20220725_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/rvqtea
title: 20221205_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/tuu2k8
title: 20221105_KHO_REDTEC_gps.txt
DOI: 10.18710/cuvrzx/unk4kw
title: 20220717_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/we7lu7
title: 20221013_KHO_REDTEC_gps.txt
DOI: 10.18710/cuvrzx/xw6crj
title: 20220717_KHO_REDTEC_glo.txt
DOI: 10.18710/skqutl/4kbvda
title: 20220702_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/5tv7rj
title: 20220912_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/gpys9p
title: 20221014_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/jurqn3
title: 20221016_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/qjbkcu
title: 20221124_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/w9ntec
title: 20221012_BJN_REDTEC_glo.txt
DOI: 10.18710/skqutl/woz767
title: 20220901_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/xvflpk
title: 20221114_BJN_REDTEC_gal.txt
DOI: 10.18710/9x52wa/0ltirm
title: 20220613_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/c9jtlh
title: 20220213_HOP_REDTEC_gps.txt
DOI: 10.18710/9x52wa/l3mnf6
title: 20220216_HOP_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/iz2z5x
title: 20220808_KHO_REDTEC_glo.txt
DOI: 10.18710/cuvrzx/olwvvb
title: 20221020_KHO_REDTEC_gal.txt
DOI: 10.18710/cuvrzx/xp7mtu
title: 20221006_KHO_REDTEC_glo.txt
DOI: 10.18710/skqutl/6v7gkn
title: 20221021_BJN_REDTEC_gps.txt
DOI: 10.18710/skqutl/fvzpj5
title: 20221215_BJN_REDTEC_gps.txt
DOI: 10.18710/vm0wkq/7hzbhz
title: Chromosome 10.csv
DOI: 10.18710/vm0wkq/v9u3re
title: GTEx_Aor_2_203893999.csv
DOI: 10.18710/vm0wkq/ybgz3a
title: Chromosome 21.csv
DOI: 10.18710/vm0wkq/zhpk3h
title: Inter-tissue-1_222811407.csv
DOI: 10.18710/9x52wa/gt5uxt
title: 20220222_HOP_REDTEC_gps.txt
DOI: 10.18710/9x52wa/rbnsdp
title: 20220322_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/rfh4jy
title: 20220327_HOP_REDTEC_gal.txt
DOI: 10.18710/9x52wa/vqraaw
title: 20220121_HOP_REDTEC_gps.txt
DOI: 10.18710/bax9n5/yctwuk
title: hpc-start-test.sh
DOI: 10.18710/bax9n5/yukiv4
title: submission_script.sh
DOI: 10.18710/cuvrzx/oycsxc
title: 20221019_KHO_REDTEC_glo.txt
DOI: 10.18710/skqutl/3ycrr0
title: 20220927_BJN_REDTEC_gal.txt
DOI: 10.18710/skqutl/rbrfb6
title: 20221207_BJN_REDTEC_gps.txt
DOI: 10.18710/vm0wkq/bdn3td
title: GTEx_Vaf_10_91002927.csv
DOI: 10.18710/vm0wkq/bohcia
title: STARNET_Sf_21_35593827.csv
DOI: 10.18710/vm0wkq/r8qcj0
title: STARNET_Mam_12_112273499.csv
DOI: 10.18710/yqnsgq/crowgj
title: Supplement_3a-d.jpg

description: Supplement 3a-d for the manuscript Koehl and Stokmo.
DOI: 10.5281/zenodo.13988408
title: Data for: Neuromorphic weighted sums with magnetic skyrmions

description: Description

The following experimental data were obtained on lithography devices made of magnetic multilayer tracks and thin tantalum transverse electrodes by Kerr microscopy and anomalous Hall effect measurements. The results, demonstrating the weighted sum operation using magnetic skyrmions, are published in T. da Câmara Santa Clara Gomes et al., Neuromorphic weighted sums with magnetic skyrmions, Nature Electronics (2024). Please find in the README additional information regarding the data files and the variables.

Abstract



Integrating magnetic skyrmions into neuromorphic computing could help improve hardware efficiency and computational power. However, developing a scalable implementation of the weighted sum of neuron signals — a core operation in neural networks — has remained a challenge. Here, we show that weighted sum operations can be performed in a compact, biologically-inspired manner by using the non-volatile and particle-like characteristics of magnetic skyrmions that make them easily countable and summable. The skyrmions are electrically generated in numbers proportional to the input with an efficiency given by a non-volatile weight. The chiral particles are then directed using localized current injections to a location where their presence is quantified through non-perturbative electrical measurements. Our experimental demonstration, which currently has two inputs, can be scaled to accommodate multiple inputs and outputs using a crossbar array design, potentially nearing the energy efficiency observed in biological systems.
DOI: 10.5281/zenodo.13988409
title: Data for: Neuromorphic weighted sums with magnetic skyrmions

description: Description

The following experimental data were obtained on lithography devices made of magnetic multilayer tracks and thin tantalum transverse electrodes by Kerr microscopy and anomalous Hall effect measurements. The results, demonstrating the weighted sum operation using magnetic skyrmions, are published in T. da Câmara Santa Clara Gomes et al., Neuromorphic weighted sums with magnetic skyrmions, Nature Electronics (2024). Please find in the README additional information regarding the data files and the variables.

Abstract



Integrating magnetic skyrmions into neuromorphic computing could help improve hardware efficiency and computational power. However, developing a scalable implementation of the weighted sum of neuron signals — a core operation in neural networks — has remained a challenge. Here, we show that weighted sum operations can be performed in a compact, biologically-inspired manner by using the non-volatile and particle-like characteristics of magnetic skyrmions that make them easily countable and summable. The skyrmions are electrically generated in numbers proportional to the input with an efficiency given by a non-volatile weight. The chiral particles are then directed using localized current injections to a location where their presence is quantified through non-perturbative electrical measurements. Our experimental demonstration, which currently has two inputs, can be scaled to accommodate multiple inputs and outputs using a crossbar array design, potentially nearing the energy efficiency observed in biological systems.
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