48 citations · 85 across the 3 of their papers we have counts for
4 papers
Overparametrization of HyperNetworks at Fixed FLOP-Count Enables Fast Neural Image Enhancement
Lorenz K. Muller
Deep convolutional neural networks can enhance images taken with small mobile camera sensors and excel at tasks like demoisaicing, denoising and super-resolution. However, for prac…
A neuromorphic systems approach to in-memory computing with non-ideal memristive devices: From mitigation to exploitation
Melika Payvand, Manu V Nair, Lorenz K. Muller +1
Memristive devices represent a promising technology for building neuromorphic electronic systems. In addition to their compactness and non-volatility features, they are characteriz…
A differential memristive synapse circuit for on-line learning in neuromorphic computing systems
Manu V Nair, Lorenz K. Muller, Giacomo Indiveri
Spike-based learning with memristive devices in neuromorphic computing architectures typically uses learning circuits that require overlapping pulses from pre- and post-synaptic no…
Rounding Methods for Neural Networks with Low Resolution Synaptic Weights
Lorenz K. Muller, Giacomo Indiveri
Neural network algorithms simulated on standard computing platforms typically make use of high resolution weights, with floating-point notation. However, for dedicated hardware imp…