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SoftMax Inc 32-bit floating-point vectors
32 Bit Floating Point Vectors, supplied by SoftMax Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/32-bit+floating-point+vectors/32+bit+floating+point+vectors/pmc08084980__41467_2021_22364_MOESM1_ESM-211-7-27
Average 90 stars, based on 1 article reviews
32-bit floating-point vectors - by Bioz Stars, 2026-10
90/100 stars

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Article Title: Robust high-dimensional memory-augmented neural networks
Article Snippet: Th key memory in our model uses 32-bit floating-point vectors in the software setting, and binary vectors in both hardware settings. reference 5 1 3 7 This (softmax) This (softabs) Type I: 32-bit real numbers and cosine similarity in software 5-way 1-shot 96.59∗ 96.59∗ 96∗ 98.1∗ 94.14 97.78 20-way 1-shot - 95∗ 89∗ 93.8∗ 84.67 94.61 20-way 5-shot - 98.5∗ 97∗ 98.5∗ 90.19 98.01 100-way 5-shot - - - - 75.27 94.53 Type II: 1–4-bit in-memory hardware simulations without noise 5-way 1-shot - 24.99∗ 95∗ - 93.06 97.44 20-way 1-shot - - 89∗ - 82.32 93.18 20-way 5-shot - - 95∗ - 88.96 97.78 100-way 5-shot - - - - 73.44 93.97 Type III: 1–3-bit noisy in-memory hardware simulations (with maximum of 30% σrel) 5-way 1-shot 92∗ 93.06 96.40 20-way 1-shot 81∗ 82.31 93.19 20-way 5-shot 93∗ 88.96 97.60 100-way 5-shot 71.18 92.07 ∗Accuracy obtained from an unconventional training and evaluation split of the Omniglot dataset Supplementary Note 8: Proof of robustness of noisy cosine similarity with binary high-dimensional vectors Let us take two binary high-dimensional vectors â and b̂, which fulfill the property ‖x̂‖ ≈ √ d 2 .



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SoftMax Inc 32-bit floating-point vectors
32 Bit Floating Point Vectors, supplied by SoftMax Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/32-bit+floating-point+vectors/32+bit+floating+point+vectors/pmc08084980__41467_2021_22364_MOESM1_ESM-211-7-27
Average 90 stars, based on 1 article reviews
32-bit floating-point vectors - by Bioz Stars, 2026-10
90/100 stars
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