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08/20/2023
A Comprehensive Empirical Evaluation on Online Continual Learning
Online continual learning aims to get closer to a live learning experien...
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06/19/2023
Partial Hypernetworks for Continual Learning
Hypernetworks mitigate forgetting in continual learning (CL) by generati...
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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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10/26/2022
Federated Continual Learning to Detect Accounting Anomalies in Financial Auditing
The International Standards on Auditing require auditors to collect reas...
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08/09/2022
Generative Data Augmentation Guided by Triplet Loss for Speech Emotion Recognition
Speech Emotion Recognition (SER) is crucial for human-computer interacti...
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12/25/2021
Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data
International audit standards require the direct assessment of a financi...
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03/26/2021
Continual Speaker Adaptation for Text-to-Speech Synthesis
Training a multi-speaker Text-to-Speech (TTS) model from scratch is comp...
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11/12/2020