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Continuous Kernel Learning

2016
Kernel learning is the problem of determining the best kernel (either from a dictionary of fixed kernels, or from a smooth space of kernel representations) for a given task. In this paper, we describe a new approach to kernel learning that establishes connections between the Fourier-analytic representation of kernels arising out of Bochner’s theorem ...
John Moeller   +4 more
openaire   +1 more source

Representations for Continuous Learning

Proceedings of the AAAI Conference on Artificial Intelligence, 2017
Systems deployed in unstructured environments must be able to adapt to novel situations. This requires the ability to perform in domains that may be vastly different from training domains. My dissertation focuses on the representations used in lifelong learning and how these representations enable predictions and knowledge sharing over ...
openaire   +2 more sources

Continuous learning in a behavioral animation

1999
To model both individual behaviors and their effects upon an eco-system appears as extremely difficult. However, our first results [5] prove that an adaptation strategy cannot be chosen without taking into account the evolution of the environment. Therefore, we create a virtual world simulating resources disappearing as soon as they are exploited too ...
Jean-Denis Fouks, L. Signac
openaire   +1 more source

Is Continual Learning Truly Learning Representations Continually?

CoRR, 2022
Sungmin Cha   +5 more
openaire   +1 more source

CLAD: A realistic Continual Learning benchmark for Autonomous Driving

Neural Networks, 2023
Kuo Yang, Lanqing HONG, Tinne Tuytelaars
exaly  

Non-IID data and Continual Learning processes in Federated Learning: A long road ahead

Information Fusion, 2022
Fernando E Casado   +2 more
exaly  

Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges

Information Fusion, 2020
Vincenzo Lomonaco   +2 more
exaly  

A Continual Learning Survey: Defying Forgetting in Classification Tasks

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021
Rahaf Aljundi   +2 more
exaly  

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