#Homomorphic

@cloud-native.activitypub.awakari.com.ap.brid.gy

5 days ago

Intel Cracks a Major Barrier in Fully Homomorphic Encryption, Making Encrypted Computing Practical Intel's new ASIC, developed under DARPA's DPRIVE program with Microsoft, accelerates fully...

#EmergingTechUpdate #DARPA #DPRIVE #encrypted #computing #fully […]

[Original post on webpronews.com]

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TMLR Published Papers

@tmlr-pub.bsky.social

1 month ago

TT-TFHE: a Torus Fully Homomorphic Encryption-Friendly Neural Network Architecture

Adrien Benamira, Tristan Guérand, Thomas Peyrin, Sayandeep Saha

Action editor: Georgios Leontidis

https://openreview.net/forum?id=tV4ynvae6W

#encryption #homomorphic #ttnet

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Hublai (charismatic megafauna)

@hublai.bsky.social

3 months ago

Hardware efficient arithmetic reconfigurable fully homomorphic encryption (ARFHE) accelerator of low power IoT based RISC-V processor | Analog Integrated Circuits and Signal Processing AbstractHomomorphic encryption has emerged as an essential cryptographic approach for protecting data privacy in cloud computing and IoT applications. This research describes a high-performance BGV-FH...

And it's already at 230Mb/s/w which bodes well for specialized processors or decent #RVA23 performance.

Though #privacybydesign would make #homomorphic mandatory for some loads like #bodydata or #chat or #prompt / #search / #webhistory that are tiny & sensitive.

dl.acm.org/doi/10.1007/...

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Hublai (charismatic megafauna)

@hublai.bsky.social

3 months ago

Tired Of Data Leaks? Homomorphic Encryption Is The Game-Changing Fix AI Demands - The Next Zone Discover how homomorphic encryption works, the revolutionary technology allowing AI to analyze medical & financial data while it remains 100% encrypted. Learn its applications and future.

#homomorphic #crypto let's #opencompute work on data it can't read

thenextzone.com/homomorphic-...

#privacy #blindcredential #gibberish

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Lakshmi Chandrasekaran

@lakshmic.bsky.social

3 months ago

Extracting Insights while Protecting Privacy: The Promise of Homomorphic Encryption Smartphone security now uses homomorphic encryption to label unknown calls as potential scams without accessing contact lists. This cryptographic tool allows computations on encrypted data, enhanci…

What does it mean to compute blindfolded? A curious topic how #homomorphic #encryption helps safeguard privacy while allowing extraction of insights from #data. Learn more here- bit.ly/3XMMT8R
Thank you Alexandra Henzinger! @vinodnathan.bsky.social @csail.mit.edu @simonsinstitute.bsky.social

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TMLR Published Papers

@tmlr-pub.bsky.social

3 months ago

PrivShap: A Finer-granularity Network Linearization Method for Private Inference

Xiangrui Xu, Zhenzhen Wang, Rui Ning, Chunsheng Xin, Hongyi Wu

Action editor: Chuan Guo

https://openreview.net/forum?id=7TliYmJr2m

#homomorphic #privacy #private

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ELMArt

@elmartdesign.bsky.social

4 months ago

#68 - Fully Homomorphic Encryption (FHE): The Privacy Solution for AI & Data In a world awash with digital data, Fully Homomorphic Encryption stands poised to enable machine learning, analytics and AI workflows while keeping all inputs and results encrypted. This episode dives into the theory and practice of FHE: noise management, bootstrapping, CKKS, TFHE and the hardware acceleration that will make FHE real. We also explore the strategic implications for enterprises handling sensitive gen-omics, financial models and cross-organization collaboration.

📣 New Podcast! "#68 - Fully Homomorphic Encryption (FHE): The Privacy Solution for AI & Data" on @Spreaker #acceleration #ai #analytics #bootstrapping #ckks #computation #data #enterprise #fhe #finance #fully #genomics #hardware #homomorphic #innovation #machinelearning #privacy #security #tfhe

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GetNews.me

@getnews-me.bsky.social

5 months ago

ReLU and Addition-Based Attention Improves Transformer Efficiency

New attention replaces dot‑product and Softmax with addition and ReLU, speeding quantized Transformers and homomorphic encryption while keeping accuracy on four benchmarks. getnews.me/relu-and-addition-based-... #transformer #attention #homomorphic

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LLMs

@llms.activitypub.awakari.com.ap.brid.gy

5 months ago