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@yigitgurbulak

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@yigitgurbulak
I'm currently thinking about hybrid cryptographic algorithms and hybrid blockchains, something may be coming soon …
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@vitalik.eth
In regular programming, zero is false and anything else is true. In ZK cryptography, zero is true and anything else is false.
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The person who gives you the best day of your life will also be the person who gives you the worst day of your life
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We will integrate AI into payments
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FHE is the next best thing
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https://fermatslibrary.com/s/a-new-kind-of-cipher-that-would-take-millions-of-years-to-break
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@yigitgurbulak
In 1977, the inventors of RSA presented a challenge ciphertext and offered $100 to anyone who could decipher it The decryption involved factoring a 129-digit number, which they predicted would take 40 quadrillion years By 1994, the challenge was solved.
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These are actually the notes I took while reading this article!
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This demonstrates that a privacy-preserving model can achieve nearly the same performance in predictions compared to a non-privacy-preserving model.
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After training on 60,000 examples, the difference in mean absolute error between both regressions is extremely low. Standard errors are measured for both regressions, with a very low delta of 0.00001.
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They mitigate this by partitioning the dataset into 343 blocks and sequentially verifying each block with a single ZKVM. Thus, they verify approximately 55 minutes of DP-private regression training on 60,000 (x, y) examples with a single GPU.
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Packaged with a CUDA-compatible GPU computing backend, RISC-ZERO ZKVM significantly improves the computation time for DP-regression training. However, it comes at the cost of nearly exhausting the memory of the tested graphics unit (an 8GB NVIDIA GeForce RTX 4070 Laptop CPU).
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eprint.iacr.org/2024/639.pdf This study demonstrates that a MLaaS operator can provide consumers with cryptographic techniques ensuring computational integrity with minimal assumptions. - Consumers can be highly confident that the task is performed correctly
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If you build, they will come
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… that's why the “one-sentence philosophy” of proof-of-stake is not “Security comes from spending electricity”, but “Security comes from putting economic value open to loss”.
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“blockchains that aren't highly interoperable are essentially a digital north korea”
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This is a marathon, not a short-distance run
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build it no matter what
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https://x.com/sriramk/status/1753492902523638135?s=46&t=tgGdt0IULRMZtHclOJ8ljw
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“No one knows exactly how the nocturnal hunters manage their whisper-soft flight, yes it inspiring the design of quieter airplanes, fans and wind turbines”.
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