FHE_org
FHE_org
  • Видео 94
  • Просмотров 68 644
Meet the Community w/ Jinyeong Seo
Recently Jinyeong Seo, a Ph.D. student at Seoul National University, advised by Prof. Yongsoo Song, did an FHE.org Meetup entitled "Simpler and Faster BFV Bootstrapping for Arbitrary Plaintext Modulus from CKKS".
We took the opportunity to ask them to share their thoughts on FHE for anyone who missed the meetup.
You can see resources from that meetup, including the full video at fhe.org/meetups/046
Meet others like Johannes Mono in the community and join in the discussions on the discord at discord.fhe.org.
Просмотров: 41

Видео

Meet the Community w/ Johannes Mono
Просмотров 6014 дней назад
Recently Johannes Mono, a research assistant at Ruhr University Bochum pursuing a PhD in IT security within the area of homomorphic encryption, did an FHE.org Meetup entitled "A New Perspective on Key Switching for BGV-like Schemes". We took the opportunity to ask them to share their thoughts on FHE for anyone who missed the meetup. You can see resources from that meetup, including the full vid...
Meet the Community w/ Jeongeun Park
Просмотров 12121 день назад
Recently Jeongeun Park, a cryptographer, mainly studying FHE and its applications, currently working at COSIC, KU Leuven as a postdoctoral researcher, did an FHE.org Meetup entitled "Towards Practical Transciphering for FHE with Setup Independent of the Plaintext Space". We took the opportunity to ask them to share their thoughts on FHE for anyone who missed the meetup. You can see resources fr...
056 Practical q-IND-CPA-D-Secure Approximate Homomorphic Encryption w/ Lea Nürnberger
Просмотров 97Месяц назад
# Abstract At Eurocrypt 2021 Li and Micciancio presented a passive key recovery attack on CKKS, leveraging its approximate nature. They proposed a new security notion for approximate homomorphic encryption schemes: q-IND-CPA-D security. In their initial work they left achieving q-IND-CPA-D security for CKKS as an open problem, but they proposed two approaches: noise flooding and exact CKKS. Thi...
Meet the Community w/ Duhyeong Kim
Просмотров 111Месяц назад
Recently Duhyeong Kim, a research scientist at Intel Labs, did an FHE.org Meetup entitled "High-precision RNS-CKKS on small word-size architectures". We took the opportunity to ask them to share their thoughts on FHE for anyone who missed the meetup. You can see resources from that meetup, including the full video at fhe.org/meetups/042 Meet others like Duhyeong Kim in the community and join in...
Meet the Community w/ Erin Hales
Просмотров 41Месяц назад
Recently Erin Hales, a PhD student at Royal Holloway, University of London, did an FHE.org Meetup entitled "Designs for practical SHE schemes based on Ring-LWR". We took the opportunity to ask them to share their thoughts on FHE for anyone who missed the meetup. You can see resources from that meetup, including the full video at fhe.org/meetups/043 Meet others like Erin Hales in the community a...
055 FHE Beyond IND-CCA1 Security w/ Jérôme Nguyen
Просмотров 93Месяц назад
# Abstract It is standard to consider a fully homomorphic encryption (FHE) scheme secure if it maintains the privacy of the encrypted messages under chosen-plaintext attacks (CPA). However, in the past few years more and more practical attacks on various CPA-secure FHE schemes have shown that this is too optimistic. This talk will give an overview of the different attack vectors that are not co...
054 Greco: Fast Zero-Knowledge Proofs for Valid FHE RLWE Ciphertexts Formation w/ Enrico Bottazzi
Просмотров 1782 месяца назад
# Abstract The presentation aims to describe: * why proofs of valid ciphertext formation are necessary * main issues when wrapping FHE algorithms into zkSNARKs * tricks used to overcome those while building Greco * benchmarks of Greco # About the speakers Enrico is a researcher at PSE. His earliest contributions were in identity-related privacy-preserving applications such as designated verifie...
Meet the Community w/ Craig Gentry
Просмотров 1462 месяца назад
Recently Craig Gentry, CTO of TripleBlind, known for pioneering fully homomorphic encryption (FHE), did an FHE.org Meetup entitled "FHE: Past, Present and Future". We took the opportunity to ask them to share their thoughts on FHE for anyone who missed the meetup. You can see resources from that meetup, including the full video at fhe.org/meetups/053 Meet others like Craig Gentry in the communi...
053 FHE: Past, Present and Future w/ Craig Gentry
Просмотров 1,2 тыс.2 месяца назад
# Abstract This talk will look at the past, present and future of FHE. # About the speakers Craig Gentry is the CTO of TripleBlind, known for pioneering fully homomorphic encryption (FHE). While a PhD student at Stanford, he constructed the first plausibly secure FHE scheme, enabling computations on encrypted data. While at IBM Research, Gentry collaborated with many other researchers on the se...
052 Functional bootstrapping for FV style cryptosystems w/ Seonhong Min
Просмотров 1803 месяца назад
# Abstract A new bootstrapping framework for the Fan-Vercuteren (FV) scheme, called the functional bootstrapping will be introduced in the presentation. This framework provides more generic and advanced functionality than the ordinary bootstrapping method. More specifically, the functional bootstrapping allows us to evaluate an arbitrary function while removing the error of an input ciphertext....
Meet the Community w/ Subhankar Pal
Просмотров 853 месяца назад
Recently Subhankar Pal, a research scientist at IBM T.J. Watson research center, did an FHE.org Meetup entitled "Efficient Pruning for Machine Learning under Homomorphic Encryption". We took the opportunity to ask them to share their thoughts on FHE for anyone who missed the meetup. You can see resources from that meetup, including the full video at fhe.org/meetups/041 Meet others like Subhanka...
Meet the Community w/ Jean-Philippe Bossuat
Просмотров 1893 месяца назад
Recently Jean-Philippe Bossuat, a cryptography software engineer and co-author of the Lattigo library, did an FHE.org Meetup entitled "Lattigo v5: Deep Dive". We took the opportunity to ask them to share their thoughts on FHE for anyone who missed the meetup. You can see resources from that meetup, including the full video at fhe.org/meetups/040 Meet others like Jean-Philippe Bossuat in the com...
051 Fregata: Faster Homomorphic Evaluation of AES via TFHE w/Benqiang Wei
Просмотров 1644 месяца назад
# Abstract Hybrid homomorphic encryption can effectively mitigate the ciphertext size expansion problem caused by full homomorphic encryption. Standardized AES homomorphic computation has been a challenge for the transciphering community. In this talk, Benqiang Wei will present a low-latency homomorphic evaluation of AES based on the (leveled) TFHE scheme. # About the speakers Benqiang Wei is a...
050 Concrete Security of Approximate FHE Schemes with Noise-Flooding Countermeasures w/Hunter Kippen
Просмотров 1084 месяца назад
Note: There's nothing wrong with your internet! This particular meetup had some presentation issues and the recording came out lower resolution than normal. Sorry for the inconvenience! # Abstract This talk covers recent work on enumerating the risks involved with deploying approximate homomorphic encryption, with CKKS as a case study. The provably secure noise flooding levels used as a counter...
049 Convolution-friendly Image Compression in FHE w/ Sergi Rovira and Axel Mertens
Просмотров 1394 месяца назад
049 Convolution-friendly Image Compression in FHE w/ Sergi Rovira and Axel Mertens
048 Homomorphic Logic Gates and Integrated Circuits: Designs and Applications w/ Song Bian
Просмотров 2264 месяца назад
048 Homomorphic Logic Gates and Integrated Circuits: Designs and Applications w/ Song Bian
Large Domain Homomorphic Evaluation in Levelled Mode w/ Jean-Philippe Bossuat
Просмотров 835 месяцев назад
Large Domain Homomorphic Evaluation in Levelled Mode w/ Jean-Philippe Bossuat
Designs for Practical SHE Schemes Based on RLWR w/ Erin Hales
Просмотров 735 месяцев назад
Designs for Practical SHE Schemes Based on RLWR w/ Erin Hales
The HEIR Compiler w/ Jeremy Kun
Просмотров 2955 месяцев назад
The HEIR Compiler w/ Jeremy Kun
Revisiting Oblivious Top-k Selection with Applications to Secure k-NN Classification w/ Robin Geelen
Просмотров 585 месяцев назад
Revisiting Oblivious Top-k Selection with Applications to Secure k-NN Classification w/ Robin Geelen
Revisiting Key Decomposition Techniques for FHE: Simpler, Faster and More Generic w/ Nicolas Gama
Просмотров 835 месяцев назад
Revisiting Key Decomposition Techniques for FHE: Simpler, Faster and More Generic w/ Nicolas Gama
Estimating the Difficulty of Breaking Lattice-Based Cryptography w/ Martin Albrecht
Просмотров 1635 месяцев назад
Estimating the Difficulty of Breaking Lattice-Based Cryptography w/ Martin Albrecht
Security Guidelines for Implementing Homomorphic Encryption w/ Huijing Gong
Просмотров 1415 месяцев назад
Security Guidelines for Implementing Homomorphic Encryption w/ Huijing Gong
HELIOPOLIS: Verifiable Computation Over HE Data from Interactive Oracle Proofs is Practical
Просмотров 1265 месяцев назад
HELIOPOLIS: Verifiable Computation Over HE Data from Interactive Oracle Proofs is Practical
Plug-and-Play Sanitization for TFHE w/ Florian Bourse
Просмотров 495 месяцев назад
Plug-and-Play Sanitization for TFHE w/ Florian Bourse
On Circuit Private, Multikey and Threshold Approximate HE w/ Giacomo Santato
Просмотров 655 месяцев назад
On Circuit Private, Multikey and Threshold Approximate HE w/ Giacomo Santato
AutoFHE: Automated Adaption of CNNs for Efficient Evaluation over FHE w/ Wei Ao
Просмотров 1085 месяцев назад
AutoFHE: Automated Adaption of CNNs for Efficient Evaluation over FHE w/ Wei Ao
TFHE Simplified: A Practical Guide to Integer Arithmetic and Reliability w/ Jean-Baptiste Orfila
Просмотров 1175 месяцев назад
TFHE Simplified: A Practical Guide to Integer Arithmetic and Reliability w/ Jean-Baptiste Orfila
BASALISC: Integrated Hardware Acceleration for BGV, CKKS, and BFV FHE w/ David Archer
Просмотров 2835 месяцев назад
BASALISC: Integrated Hardware Acceleration for BGV, CKKS, and BFV FHE w/ David Archer

Комментарии

  • @cheolhwan-j5p
    @cheolhwan-j5p 13 дней назад

    Thank you for the extremely useful content on TFHE! By the way I was just wondering why Zama doesn't use the CKKS homomorphic scheme.

  • @sumitkumarpaul3367
    @sumitkumarpaul3367 29 дней назад

    Very interesting!!

  • @edbertkwesi4931
    @edbertkwesi4931 Месяц назад

    the best conference ever am really amazed how OPEN the FHE community is

  • @axqnt
    @axqnt 2 месяца назад

    Must seen for everyone willing to start with Fully Homomorphic Encryption!

  • @ebenezernoble9513
    @ebenezernoble9513 2 месяца назад

    i am not really a math expert but i would want to build applications using homomorphic encryption. Where do i start?

    • @fhe_org
      @fhe_org 2 месяца назад

      Best place to start is fhe.org. Loads of resources, and you can join the community and ask any question you like. See you there!

    • @ebenezernoble9513
      @ebenezernoble9513 2 месяца назад

      Thank you so much. I’ve joined the community but I barely get responses. Currently building a fullstack web application with RSA and would like to be mentored. Already wrote the encryption logic.

  • @blessedsnake8246
    @blessedsnake8246 2 месяца назад

    The legend himself

  • @hangben0725
    @hangben0725 4 месяца назад

    Wonderful! Love from IIE

  • @KunLiu-ig7ty
    @KunLiu-ig7ty 4 месяца назад

    good

  • @portport
    @portport 4 месяца назад

    gm

  • @portport
    @portport 4 месяца назад

    gm

  • @portport
    @portport 5 месяцев назад

    gm

  • @portport
    @portport 5 месяцев назад

    gm

  • @chococandy8009
    @chococandy8009 5 месяцев назад

    Discord link given in the description is not working

  • @ohmyavax
    @ohmyavax 5 месяцев назад

    Very interesting indeed. So TFHE is finally beaten by NTRU

  • @eni4ever
    @eni4ever 5 месяцев назад

    Really nice presentation. Didn't know MPCs existed. Thank you!

  • @forheuristiclifeksh7836
    @forheuristiclifeksh7836 6 месяцев назад

    46:00

  • @forheuristiclifeksh7836
    @forheuristiclifeksh7836 6 месяцев назад

    1:00

  • @forheuristiclifeksh7836
    @forheuristiclifeksh7836 6 месяцев назад

    23:56

  • @forheuristiclifeksh7836
    @forheuristiclifeksh7836 6 месяцев назад

    8:00

  • @edbertkwesi4931
    @edbertkwesi4931 8 месяцев назад

    herh i like the excitement in the voice of the presenter.

  • @forheuristiclifeksh7836
    @forheuristiclifeksh7836 Год назад

    21:44

  • @reedheath7181
    @reedheath7181 Год назад

    🎉 Promo*SM

  • @user-kx8xd9wo3e
    @user-kx8xd9wo3e Год назад

    Great talk, thank you.

  • @becbelk
    @becbelk Год назад

    Thx, I missed it

  • @pettersbrevlada
    @pettersbrevlada Год назад

    Thanks very interesting!

  • @MauritsBuijs
    @MauritsBuijs Год назад

    I'm confused about bootstrapping; if the server can encrypt the value of X with it's own key. And then decrypt the value of X when it's in Y; aren't both the decryption keys present on the server then? Because that would defeat any confidentiality goals. Or is bootstrapping done client-side?

    • @randhindi
      @randhindi Год назад

      The bootstrapping key is a public key, so the server doesnt need to decrypt anything or have the private keys

  • @becbelk
    @becbelk Год назад

    good perspective

  • @becbelk
    @becbelk Год назад

    Interesting!

  • @becbelk
    @becbelk Год назад

    cant understand the bootstrapping implementation process from 01:03 to 01:28 what is V exactly ? and what is the relation between V and m did we supose that all the possible plaintext ordered in V ? supose that m is real numbr ... how? realy .... confusing!

    • @fhe_org
      @fhe_org Год назад

      Jump on the FHE.org discord server, the community will help you with this: discord.fhe.org

  • @martinnocker5853
    @martinnocker5853 Год назад

    I have a question regarding the API. Shouldn't it be a Ciphertext in the rescale signature at 19:10 ? Is there a case where we need to rescale a Plaintext at all?

    • @fhe_org
      @fhe_org Год назад

      Hey Martin, Taekyung is on the Discord server, I'd advise to try to reach out to him there: discord.fhe.org :)

    • @sunjiangkang5353
      @sunjiangkang5353 7 месяцев назад

      Hi. we dont need to rescale a plaintext. Acctually, in the vedio, it's a ciphertext, in which a message(plaintext) hides.

  • @zama_fhe
    @zama_fhe Год назад

    Great presentation!! 🙂

  • @anantamukherjee5747
    @anantamukherjee5747 Год назад

    Great talk, learnt a lot, thanks.

  • @wenzheyang9498
    @wenzheyang9498 Год назад

    This talk is great! BTW, do you guys know where I could find information about conferences and workshops on FHE?

    • @fhe_org
      @fhe_org Год назад

      Hey there, Glad you like the talk of this Meetup - Join our discord server to find more about events about FHE: discord.fhe.org

  • @macknightxu2199
    @macknightxu2199 2 года назад

    Hi, May I know if any implementation libs support the bootstrapping operations of CKKS or not? If yes, where could I find it and its demos or examples.

  • @0xbmac
    @0xbmac 2 года назад

    Amazing talk, extremely profound content and great simplified explanations

  • @miguelhumbertogonzalezzamo5175
    @miguelhumbertogonzalezzamo5175 2 года назад

    Thanks for sharing this, how ever i have a question, in the minute 03:30, when talk about other people can contribute, referes to the public encryption evaluation key? if not, what is the use of the encryption eval key? Thanks

    • @fhe_org
      @fhe_org 2 года назад

      Hey there, I would advise that you join the discord server, you'll have answers there: discord.fhe.org :)

  • @wenzheyang9498
    @wenzheyang9498 2 года назад

    Super-great talk!

  • @nolaclearllc3561
    @nolaclearllc3561 2 года назад

    Is HHE a leveled scheme approach?

    • @fhe_org
      @fhe_org 2 года назад

      Hello @Nola Clear LLC, we encourage you to join the community on discord here: discord.fhe.org for every questions related to our meetups! :)

  • @hblomqvist
    @hblomqvist 2 года назад

    Sounds awesome... who doesnt want to know the latest regardig the lateset encryption methods.... hope to accelerate FHE i f possible

  • @kalidsherefuddin
    @kalidsherefuddin 2 года назад

    Oh that's awesome

  • @kalidsherefuddin
    @kalidsherefuddin 2 года назад

    The great job

  • @ejo73
    @ejo73 2 года назад

    Thank you.

  • @225Hussein
    @225Hussein 2 года назад

    Hi, Is the hnumpy library available to public?

    • @zama_fhe
      @zama_fhe 2 года назад

      Hello, thanks for your question, we're releasing a public beta of our Concrete Numpy next week, you can subscribe to our newsletter to make sure to be notified: zamafhe.substack.com/

  • @nolaclearllc3561
    @nolaclearllc3561 2 года назад

    Best description of the concept I’ve seen yet!

    • @fhe_org
      @fhe_org 2 года назад

      Thanks so much for the feedback!

  • @KhanhNguyen-cb8uf
    @KhanhNguyen-cb8uf 2 года назад

    The best FHE talk I have heard. Dive deep into the technique but the explanation is very intuitive and easy to understand. Thank the speaker and FHE_org team.

    • @fhe_org
      @fhe_org 2 года назад

      Thank you for the nice feedback!

  • @oyonika
    @oyonika 3 года назад

    What a great talk! Technical but explained in such simple terms. Would love to hear more in-depth talks like this!

    • @fhe_org
      @fhe_org 3 года назад

      Thank you for the feedback! We'll be posting more in-depth talks like this soon :)

  • @maksimsivanovs5893
    @maksimsivanovs5893 3 года назад

    Exceptional presentation! Been working/researching on somewhat same vision. Keep up the great work!

  • @joannayuan6869
    @joannayuan6869 3 года назад

    Probably the best tutorial I've seen on FHE. Where can I download the actual ppt file? The video bar on the right is super annoying and blocks some key contents ...

    • @fhe_org
      @fhe_org 3 года назад

      Thanks! You can find the slides here: fhe.org/talks/2020-11-04_introduction_to_fhe If you want a deeper dive on FHE, Ilaria Chillotti gave a talk last week also: fhe.org/talks/2021-04-15_tfhe_deep_dive

    • @koeniglicher
      @koeniglicher 2 года назад

      @@fhe_org The slides are now here: fhe.org/talks/introduction-to-fhe-by-pascal-paillier And the deep dive is now here: fhe.org/talks/tfhe-deep-dive-by-ilaria-chillotti

    • @fhe_org
      @fhe_org 2 года назад

      @@koeniglicher Thanks for sharing them!

    • @buvaneswariramanan5010
      @buvaneswariramanan5010 Год назад

      @@koeniglicher The links are not accessible anymore. I get 404 error. Kindly share the updated link. thanks

    • @enricobottazzi8350
      @enricobottazzi8350 Год назад

      @@buvaneswariramanan5010 Slides are avialale here => drive.google.com/file/d/10k2RUFYtRjVXjYZ8AAdPOt98HxAXambV/view

  • @muhammadhabiburrehman8744
    @muhammadhabiburrehman8744 3 года назад

    Thanks Pascal, It is indeed a great talk, Pascal. Can we use this library for big tensors (containing gradients from NNs)?

    • @fhe_org
      @fhe_org 3 года назад

      Yes that’s the idea! We are working on a framework to help with ML usecases. Coming soon :)

    • @muhammadhabiburrehman8744
      @muhammadhabiburrehman8744 3 года назад

      @@fhe_org Thank you very much. Appreciate your good efforts in this very challenging research domain. We are developing a federated learning platform for healthcare operators in London and we will be excited to see the further developments.