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stat.ML2023
Tensor Products and Hyperdimensional Computing
Frank Qiu
Following up on a previous analysis of graph embeddings, we generalize and expand some results to the general setting of vector symbolic architectures (VSA) and hyperdimensional co…
stat.ML2022
Commutativity and Disentanglement from the Manifold Perspective
Frank Qiu
In this paper, we interpret disentanglement as the discovery of local charts of the data manifold and trace how this definition naturally leads to an equivalent condition for disen…
stat.ML2022
Memory and Capacity of Graph Embedding Methods
Frank Qiu
THIS PAPER IS NOW DEFUNCT: Check out "Graph Embeddings via Tensor Products and Approximately Orthonormal Codes", where it has been combined into one paper.