2 citations · 3 across the 2 of their papers we have counts for
4 papers
Learning from One and Only One Shot
Haizi Yu, Igor Mineyev, Lav R. Varshney +1
Humans can generalize from only a few examples and from little pretraining on similar tasks. Yet, machine learning (ML) typically requires large data to learn or pre-learn to trans…
Orbit Computation for Atomically Generated Subgroups of Isometries of
Haizi Yu, Igor Mineyev, Lav R. Varshney
Isometries are ubiquitous in nature; isometries of discrete (quantized) objects---abstracted as the group of isometries of denoted by ---…
A Group-Theoretic Approach to Computational Abstraction: Symmetry-Driven Hierarchical Clustering
Haizi Yu, Igor Mineyev, Lav R. Varshney
Abstraction plays a key role in concept learning and knowledge discovery; this paper is concerned with computational abstraction. In particular, we study the nature of abstraction…
Non-microstates free entropy dimension for groups
I. Mineyev, D. Shlyakhtenko
We show that for any discrete finitely-generated group G and any self-adjoint n-tuple X_1,...,X_n of generators of the group algebra of G, Voiculescu's non-microstates free entropy…