Technical Report on arXiv Version 4

https://arxiv.org/abs/2108.13637v4

What's Changed

• Switch from accuracy to Cohen's Kappa for vision & auditory data by @PSSF23 in #36
• EHN add ECE & remove SVM & update draft by @PSSF23 in #39
• DOC optimize paper title by @PSSF23 in #41
• DOC switch benchmark directories by @PSSF23 in #45
• EHN remove SVM plots & optimize Tabular code by @PSSF23 in #48
• EHN remove SVM results & add CircleCI tests for linting by @PSSF23 in #49
• DOC start documentation website by @PSSF23 in #50
• DOC add benchmark notebooks to website by @PSSF23 in #51
• DOC remove SVM from draft & MAINT optimize audition imports by @PSSF23 in #54
• ENH optimize tabular figures & DOC update draft by @PSSF23 in #55

Note

Some of the benchmark changes are not reflected on manuscript. Refer to arxiv_v3 for code details.

Full Changelog: arxiv_v1...arxiv_v4

Technical Report on arXiv Version 3

https://arxiv.org/abs/2108.13637v3

Full Changelog: arxiv_v2...arxiv_v3

Technical Report on arXiv Version 2

https://arxiv.org/abs/2108.13637v2

Full Changelog: arxiv_v1...arxiv_v2

Technical Report on arXiv Version 1

https://arxiv.org/abs/2108.13637v1

What's Changed

• Add general benchmark functions for RF & DN by @PSSF23 in #2
• Complete benchmarks for image dataset: CIFAR-10 by @PSSF23 in #3
• Conduct CIFAR-100 benchmarks by @PSSF23 in #5
• Conduct similar-time-cost benchmarks on CIFAR-10/100 datasets by @PSSF23 in #8
• Conduct low cost CPU RFs by @PSSF23 in #11
• Benchmarks on tabular data by @Michael-Ainsworth in #12
• Create LICENSE by @PSSF23 in #17
• Add package requirements by @PSSF23 in #19
• Separate tabular wall times and update experiment parameters by @Michael-Ainsworth in #20
• Update torch versions in requirements.txt by @PSSF23 in #21
• Complete accuracy & wall time benchmarks on SVHN by @PSSF23 in #16
• Add package requirements for audio by @PSSF23 in #23
• Conduct benchmarks for FSDD and generate figures by @ypeng22 in #13
• Complete similar time/cost benchmarks on CIFAR by @PSSF23 in #22
• Audio figure update for fsdd by @ypeng22 in #26
• Audio additional features and removed wall times for graphs by @mkusman1 in #25
• Make cosmetic changes to CC18 figure and remove plots folder by @Michael-Ainsworth in #27
• Update image formats & organize figures by @PSSF23 in #28
• Complete pre-print draft by @PSSF23 in #34

New Contributors

• @Michael-Ainsworth made their first contribution in #12
• @ypeng22 made their first contribution in #13
• @mkusman1 made their first contribution in #25

Full Changelog: https://github.com/neurodata/rf-dn-paper/commits/arxiv_v1

Anonymous Submission for NeurIPS 2021

Figures & results in paper submission

What's Changed

• Add general benchmark functions for RF & DN by @PSSF23 in #2
• Complete benchmarks for image dataset: CIFAR-10 by @PSSF23 in #3
• Conduct CIFAR-100 benchmarks by @PSSF23 in #5
• Conduct similar-time-cost benchmarks on CIFAR-10/100 datasets by @PSSF23 in #8
• Conduct low cost CPU RFs by @PSSF23 in #11
• Benchmarks on tabular data by @Michael-Ainsworth in #12
• Create LICENSE by @PSSF23 in #17
• Add package requirements by @PSSF23 in #19
• Separate tabular wall times and update experiment parameters by @Michael-Ainsworth in #20
• Update torch versions in requirements.txt by @PSSF23 in #21
• Complete accuracy & wall time benchmarks on SVHN by @PSSF23 in #16
• Add package requirements for audio by @PSSF23 in #23
• Conduct benchmarks for FSDD and generate figures by @ypeng22 in #13
• Complete similar time/cost benchmarks on CIFAR by @PSSF23 in #22
• Audio figure update for fsdd by @ypeng22 in #26
• Audio additional features and removed wall times for graphs by @mkusman1 in #25
• Make cosmetic changes to CC18 figure and remove plots folder by @Michael-Ainsworth in #27
• Update image formats & organize figures by @PSSF23 in #28

New Contributors

• @Michael-Ainsworth made their first contribution in #12
• @ypeng22 made their first contribution in #13
• @mkusman1 made their first contribution in #25

Full Changelog: https://github.com/neurodata/rf-dn-paper/commits/neurips_2021