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07/27/2023
Detecting Morphing Attacks via Continual Incremental Training
Scenarios in which restrictions in data transfer and storage limit the p...
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02/02/2023
Avalanche: A PyTorch Library for Deep Continual Learning
Continual learning is the problem of learning from a nonstationary strea...
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01/26/2023
Class-Incremental Learning with Repetition
Real-world data streams naturally include the repetition of previous con...
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01/06/2023
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning
In recent years we have witnessed a renewed interest in machine learning...
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12/13/2022
3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding
Continual Learning, also known as Lifelong or Incremental Learning, has ...
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04/12/2022
Generative Negative Replay for Continual Learning
Learning continually is a key aspect of intelligence and a necessary abi...
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12/06/2021
Is Class-Incremental Enough for Continual Learning?
The ability of a model to learn continually can be empirically assessed ...
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05/24/2021
Continual Learning at the Edge: Real-Time Training on Smartphone Devices
On-device training for personalized learning is a challenging research p...
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09/14/2020
CVPR 2020 Continual Learning in Computer Vision Competition: Approaches, Results, Current Challenges and Future Directions
In the last few years, we have witnessed a renewed and fast-growing inte...
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07/22/2020
Memory-Latency-Accuracy Trade-offs for Continual Learning on a RISC-V Extreme-Edge Node
AI-powered edge devices currently lack the ability to adapt their embedd...
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04/26/2020
IROS 2019 Lifelong Robotic Vision Challenge – Lifelong Object Recognition Report
This report summarizes IROS 2019-Lifelong Robotic Vision Competition (Li...
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12/02/2019
Latent Replay for Real-Time Continual Learning
Training deep networks on light computational devices is nowadays very c...
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07/08/2019