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If you are looking for "long papers" or theoretical foundations related to this specific work, you should focus on the core research papers that Harry00 cites as the engine's theoretical basis. Theoretical Foundations of Harry00's MLE

: This modern paper connects traditional associative memories to the attention mechanisms used in current LLMs, providing the energy minimization framework that the MLE project aims to optimize. Key Technical Aspects

: This paper outlines the "Map-Bind-Bundle" framework, which allows for the manipulation of symbolic structures within a continuous vector space—key to the MLE's ability to perform logical operations.

: Unlike autoregressive LLMs, it uses energy minimization to "reason" through problems.

: This foundational paper introduces a mathematical model for human long-term memory using high-dimensional binary vectors and Hamming distance for addressing.

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