9 citations · 24 across the 14 of their papers we have counts for
3 papers · 1 filter
Slimming Neural Networks using Adaptive Connectivity Scores
Madan Ravi Ganesh, Dawsin Blanchard, Jason J. Corso +1
In general, deep neural network (DNN) pruning methods fall into two categories: 1) Weight-based deterministic constraints, and 2) Probabilistic frameworks. While each approach has…
MINT: Deep Network Compression via Mutual Information-based Neuron Trimming
Madan Ravi Ganesh, Jason J. Corso, Salimeh Yasaei Sekeh
Most approaches to deep neural network compression via pruning either evaluate a filter's importance using its weights or optimize an alternative objective function with sparsity c…
Rethinking Curriculum Learning with Incremental Labels and Adaptive Compensation
Madan Ravi Ganesh, Jason J. Corso
Like humans, deep networks have been shown to learn better when samples are organized and introduced in a meaningful order or curriculum. Conventional curriculum learning schemes i…