: 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.
: 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 harry00
: This work details how to perform "binding" of information (connecting concepts) using circular convolution, a technique Harry00 utilizes for bitwise reasoning without standard backpropagation. : This paper outlines the "Map-Bind-Bundle" framework, which
: It relies on pure bitwise operations, potentially making it much more efficient for memory and compute. harry00