Harry00 -

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

: This work details how to perform "binding" of information (connecting concepts) using circular convolution, a technique Harry00 utilizes for bitwise reasoning without standard backpropagation. harry00

: It relies on pure bitwise operations, potentially making it much more efficient for memory and compute. : Unlike autoregressive LLMs, it uses energy minimization

: 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

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