Tag: mathematical foundation
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CSA: Assessing the Security of FHE Solutions
Source URL: https://cloudsecurityalliance.org/blog/2025/03/19/assessing-the-security-of-fhe-solutions Source: CSA Title: Assessing the Security of FHE Solutions Feedly Summary: AI Summary and Description: Yes **Summary:** The text discusses Fully Homomorphic Encryption (FHE), emphasizing its critical role in enhancing data privacy and security, particularly for data-in-use scenarios. It provides insights into evaluating FHE solutions, focusing on mathematical security guarantees, trust factors,…
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Hacker News: NIST Selects HQC as Fifth Algorithm for Post-Quantum Encryption
Source URL: https://www.nist.gov/news-events/news/2025/03/nist-selects-hqc-fifth-algorithm-post-quantum-encryption Source: Hacker News Title: NIST Selects HQC as Fifth Algorithm for Post-Quantum Encryption Feedly Summary: Comments AI Summary and Description: Yes Summary: NIST has selected a secondary backup encryption algorithm, HQC, which complements the primary quantum-resistant algorithm, ML-KEM, to ensure data security against future quantum computing threats. This dual-layer approach highlights how…
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Hacker News: MIT 6.S184: Introduction to Flow Matching and Diffusion Models
Source URL: https://diffusion.csail.mit.edu Source: Hacker News Title: MIT 6.S184: Introduction to Flow Matching and Diffusion Models Feedly Summary: Comments AI Summary and Description: Yes Summary: The provided text presents an educational overview of the MIT course “Generative AI with Stochastic Differential Equations,” focusing on diffusion and flow-based models used in generative AI. The course teaches…
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Hacker News: Why cryptography is not based on NP-complete problems
Source URL: https://blintzbase.com/posts/cryptography-is-not-based-on-np-hard-problems/ Source: Hacker News Title: Why cryptography is not based on NP-complete problems Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text explores the intrinsic reasons why cryptography does not rely on NP-complete problems, highlighting the critical distinction between ‘worst-case’ and ‘average-case’ hardness in cryptographic contexts. This is significant for professionals…
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Hacker News: Long Convolutions via Polynomial Multiplication
Source URL: https://hazyresearch.stanford.edu/blog/2023-12-11-conv-tutorial Source: Hacker News Title: Long Convolutions via Polynomial Multiplication Feedly Summary: Comments AI Summary and Description: Yes Summary: This text delves into the intricacies of long convolutions, particularly in the context of AI models like GPT, and reveals how they can be computed efficiently using concepts from polynomial theory and Fast Fourier…
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Hacker News: Breaking CityHash64, MurmurHash2/3, wyhash, and more
Source URL: https://orlp.net/blog/breaking-hash-functions/ Source: Hacker News Title: Breaking CityHash64, MurmurHash2/3, wyhash, and more Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text provides an extensive analysis of the security implications of various hash functions, focusing on their vulnerability to attacks. It discusses the mathematical foundations of hash functions, their roles in computer security,…
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Hacker News: Novel Architecture Makes Neural Networks More Understandable
Source URL: https://www.quantamagazine.org/novel-architecture-makes-neural-networks-more-understandable-20240911/ Source: Hacker News Title: Novel Architecture Makes Neural Networks More Understandable Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses a novel type of neural network called Kolmogorov-Arnold networks (KANs), designed to enhance the interpretability and transparency of artificial intelligence models. This innovation holds particular relevance for fields like…