2 citations · 2 across the 5 of their papers we have counts for
5 papers
Hybrid Associative Memories
Leon Lufkin, Tomás Figliolia, Beren Millidge +1
Recurrent neural networks (RNNs) and self-attention are both widely used sequence-mixing layers that maintain an internal memory. However, this memory is constructed using two orth…
Nonlinear dynamics of localization in neural receptive fields
Leon Lufkin, Andrew M. Saxe, Erin Grant
Localized receptive fields -- neurons that are selective for certain contiguous spatiotemporal features of their input -- populate early sensory regions of the mammalian brain. Uns…
Sharp Information-Theoretic Thresholds for Shuffled Linear Regression
Leon Lufkin, Yihong Wu, Jiaming Xu
This paper studies the problem of shuffled linear regression, where the correspondence between predictors and responses in a linear model is obfuscated by a latent permutation. Spe…
The QUATRO Application Suite: Quantum Computing for Models of Human Cognition
Raghavendra Pradyumna Pothukuchi, Leon Lufkin, Yu Jun Shen +14
Research progress in quantum computing has, thus far, focused on a narrow set of application domains. Expanding the suite of quantum application domains is vital for the discovery…
Emergent organization of receptive fields in networks of excitatory and inhibitory neurons
Leon Lufkin, Ashish Puri, Ganlin Song +2
Local patterns of excitation and inhibition that can generate neural waves are studied as a computational mechanism underlying the organization of neuronal tunings. Sparse coding a…