1 citations · 2 across the 6 of their papers we have counts for
6 papers
Random Projections of Sparse Adjacency Matrices
Frank Qiu
We analyze a random projection method for adjacency matrices, studying its utility in representing sparse graphs. We show that these random projections retain the functionality of…
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…
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…
Graph Embeddings via Tensor Products and Approximately Orthonormal Codes
Frank Qiu
We propose a dynamic graph representation method, showcasing its rich representational capacity and establishing some of its theoretical properties. Our representation falls under…
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.
Disentangling images with Lie group transformations and sparse coding
Ho Yin Chau, Frank Qiu, Yubei Chen +1
Discrete spatial patterns and their continuous transformations are two important regularities contained in natural signals. Lie groups and representation theory are mathematical to…