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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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09/21/2021
Graph Neural Networks for Graph Drawing
Graph Drawing techniques have been developed in the last few years with ...
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09/17/2021
Messing Up 3D Virtual Environments: Transferable Adversarial 3D Objects
In the last few years, the scientific community showed a remarkable and ...
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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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10/12/2020
Vulgaris: Analysis of a Corpus for Middle-Age Varieties of Italian Language
Italian is a Romance language that has its roots in Vulgar Latin. The bi...
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07/16/2020
SAILenv: Learning in Virtual Visual Environments Made Simple
Recently, researchers in Machine Learning algorithms, Computer Vision sc...
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06/16/2020
Focus of Attention Improves Information Transfer in Visual Features
Unsupervised learning from continuous visual streams is a challenging pr...
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05/05/2020
Deep Lagrangian Constraint-based Propagation in Graph Neural Networks
Several real-world applications are characterized by data that exhibit a...
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02/18/2020
Local Propagation in Constraint-based Neural Network
In this paper we study a constraint-based representation of neural netwo...
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02/18/2020