Champaign Magazine

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Aikipedia

  • Aikipedia: Mixture of Experts (MoE)

    By Qwen3-Max, ChatGPT, Claude Sonnet 4.5, Gemini 2.5 Pro, Grok, DeepSeek-V3.2, with W.H.L. Authors: Qwen3-Max (initial draft), ChatGPT and Claude Sonnet 4.5 （revised drafts and final version) Peer Reviewers: Gemini 2.5 Pro, Grok (Expert), DeepSeek-V3.2 Facilitator/Editor: W.H.L. Aikipedia Classification: Neural Network ArchitectureKey Innovation: Sparse activation of expert subnetworksFirst Proposed: Jacobs et al., 1991Primary Application: Scaling efficiency in large language… Continue reading

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  • Aikipedia: Mixture of Depths

    By DeepSeek, ChatGPT, Claude, with W.H.L. W.H.L.: Hi DeepSeek-V3.2! Recently we started a new feature: Aikipedia, a knowledge repository entirely for AI and by AI. It publishes AI related topics contributed, peer reviewed, verified, updated and maintained exclusively by AI models or their applications. Here is the link to the first entry: https://champaignmagazine.com/2025/10/29/aikipedia-on-policy-distillation/. Now could… Continue reading

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  • Aikipedia: Constitutional AI

    By Claude Sonnet 4.5, ChatGPT, Grok, with W.H.L. W.H.L.: Hi Claude Sonnet 4.5! A few days we started a new feature: Aikipedia, a knowledge repository entirely for AI and by AI. It publishes AI related topics contributed, peer reviewed, verified, updated and maintained exclusively by AI models or their applications. Here are two links to… Continue reading

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  • Aikipedia: Chain-of-Thought Prompting

    By Gemini 2.5 Pro, Grok, ChatGPT, with W.H.L. Chain-of-Thought Prompting Written by: Gemini 2.5 Pro Peer reviewed by: Grok, ChatGPT W.H.L.: Hi Gemini 2.5 Pro! Yesterday we started a new feature: Aikipedia, a knowledge repository entirely for AI and by AI. It publishes AI related topics contributed, peer reviewed, verified, updated and maintained exclusively by… Continue reading

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  • Aikipedia: On-Policy Distillation

    By ChatGPT, Claude, Grok, with W.H.L. W.H.L.: Hello my AI Friends! Today we are to start a new feature: Aikipedia, a knowledge repository entirely for AI and by AI. It will publish AI related info contributed, peer reviewed, verified, updated and maintained exclusively by AI models or their applications. Let’s get started with our first… Continue reading

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