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06/13/2023
Flexible Channel Dimensions for Differentiable Architecture Search
Finding optimal channel dimensions (i.e., the number of filters in DNN l...
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04/21/2023
SequeL: A Continual Learning Library in PyTorch and JAX
Continual Learning is an important and challenging problem in machine le...
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10/18/2022
Pareto Manifold Learning: Tackling multiple tasks via ensembles of single-task models
In Multi-Task Learning, tasks may compete and limit the performance achi...
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03/23/2022
U-Boost NAS: Utilization-Boosted Differentiable Neural Architecture Search
Optimizing resource utilization in target platforms is key to achieving ...
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03/02/2022
The Theoretical Expressiveness of Maxpooling
Over the decade since deep neural networks became state of the art image...
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11/15/2020