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Tag: robustness

  • Hacker News: Writing an LLM from scratch, part 10 – dropout

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    Kurt Seifried
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    Source URL: https://www.gilesthomas.com/2025/03/llm-from-scratch-10-dropout Source: Hacker News Title: Writing an LLM from scratch, part 10 – dropout Feedly Summary: Comments AI Summary and Description: Yes Summary: The text details the concept and implementation of dropout within the training of large language models (LLMs), specifically within a PyTorch context. It illustrates the importance of dropout in spreading…

  • Hacker News: An early look at cryptographic watermarks for AI-generated content

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    Kurt Seifried
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    Source URL: https://blog.cloudflare.com/an-early-look-at-cryptographic-watermarks-for-ai-generated-content/ Source: Hacker News Title: An early look at cryptographic watermarks for AI-generated content Feedly Summary: Comments AI Summary and Description: Yes Summary: The text focuses on the emerging practice of watermarking in generative AI, particularly emphasizing a new cryptographic approach aimed at ensuring the provenance of AI-generated content. It highlights the significance…

  • The Cloudflare Blog: An early look at cryptographic watermarks for AI-generated content

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    Kurt Seifried
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    Source URL: https://blog.cloudflare.com/an-early-look-at-cryptographic-watermarks-for-ai-generated-content/ Source: The Cloudflare Blog Title: An early look at cryptographic watermarks for AI-generated content Feedly Summary: It’s hard to tell the difference between web content produced by humans and web content produced by AI. We’re taking new approach to making AI content distinguishable without impacting performance. AI Summary and Description: Yes Summary:…

  • Hacker News: LLM generated code is like particleboard

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    Kurt Seifried
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    Source URL: https://so.dang.cool/blog/2023-12-30-llm-generated-code-is-like-particleboard.html Source: Hacker News Title: LLM generated code is like particleboard Feedly Summary: Comments AI Summary and Description: Yes Summary: The text draws an analogy between LLM-generated code and particleboard, suggesting that while LLM code is useful for mass production and cost efficiency, it lacks the durability and craftsmanship of hand-written code, analogous…

  • The Register: Kernel saunters – How Apple rearranged its XNU kernel with exclaves

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    Kurt Seifried
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    Source URL: https://www.theregister.com/2025/03/08/kernel_sanders_apple_rearranges_xnu/ Source: The Register Title: Kernel saunters – How Apple rearranged its XNU kernel with exclaves Feedly Summary: iPhone giant compartmentalizes OS for the sake of security Apple has been working to harden the XNU kernel that powers its various operating systems, including iOS and macOS, with a feature called “exclaves."… AI Summary…

  • Hacker News: Study: Large language models still lack general reasoning skills

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    Kurt Seifried
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    Source URL: https://santafe.edu/news-center/news/study-large-language-models-still-lack-general-reasoning-skills Source: Hacker News Title: Study: Large language models still lack general reasoning skills Feedly Summary: Comments AI Summary and Description: Yes Summary: This text discusses research findings on the reasoning capabilities of large language models (LLMs) like GPT-4. It highlights the limitations of these models in understanding and solving complex analogy puzzles…

  • Hacker News: Differentiable Logic Cellular Automata

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    Kurt Seifried
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    Source URL: https://google-research.github.io/self-organising-systems/difflogic-ca/?hn Source: Hacker News Title: Differentiable Logic Cellular Automata Feedly Summary: Comments AI Summary and Description: Yes Summary: This text discusses a novel approach integrating Neural Cellular Automata (NCA) with Deep Differentiable Logic Networks (DLGNs) to create a hybrid model called DiffLogic CA. This model aims to learn local rules within cellular automata…

  • Hacker News: SOTA Code Retrieval with Efficient Code Embedding Models

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    Kurt Seifried
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    Source URL: https://www.qodo.ai/blog/qodo-embed-1-code-embedding-code-retreival/ Source: Hacker News Title: SOTA Code Retrieval with Efficient Code Embedding Models Feedly Summary: Comments AI Summary and Description: Yes Summary: The text introduces Qodo-Embed-1, a new family of code embedding models that outperforms larger models in code retrieval tasks while maintaining a smaller footprint. It emphasizes the challenges existing models face…

  • Hacker News: A Comprehensive Formal Security Analysis of OAuth 2.0

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    Kurt Seifried
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    Source URL: https://arxiv.org/abs/1601.01229 Source: Hacker News Title: A Comprehensive Formal Security Analysis of OAuth 2.0 Feedly Summary: Comments AI Summary and Description: Yes Summary: The paper presents a comprehensive formal security analysis of the OAuth 2.0 protocol, a widely used authorization standard essential for secure single sign-on (SSO) applications. It highlights vulnerabilities discovered during analysis…

  • OpenAI : Deep research System Card

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    Kurt Seifried
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    Source URL: https://openai.com/index/deep-research-system-card Source: OpenAI Title: Deep research System Card Feedly Summary: This report outlines the safety work carried out prior to releasing deep research including external red teaming, frontier risk evaluations according to our Preparedness Framework, and an overview of the mitigations we built in to address key risk areas. AI Summary and Description:…