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06/05/2023
Continual Learning with Pretrained Backbones by Tuning in the Input Space
The intrinsic difficulty in adapting deep learning models to non-station...
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10/17/2022
PARTIME: Scalable and Parallel Processing Over Time with Deep Neural Networks
In this paper, we present PARTIME, a software library written in Python ...
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04/26/2022
Stochastic Coherence Over Attention Trajectory For Continuous Learning In Video Streams
Devising intelligent agents able to live in an environment and learn by ...
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12/18/2021
Being Friends Instead of Adversaries: Deep Networks Learn from Data Simplified by Other Networks
Amongst a variety of approaches aimed at making the learning procedure o...
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09/16/2021
Evaluating Continual Learning Algorithms by Generating 3D Virtual Environments
Continual learning refers to the ability of humans and animals to increm...
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06/21/2021
Friendly Training: Neural Networks Can Adapt Data To Make Learning Easier
In the last decade, motivated by the success of Deep Learning, the scien...
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09/01/2020