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Continual Learning

1,929 papers

Papers per year

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Papers

Federated Continual Learning with Weighted Inter-client Transfer ICML 2021
Learning with Selective Forgetting IJCAI 2021
Knowledge Consolidation based Class Incremental Online Learning with Limited Data IJCAI 2021
Unsupervised Progressive Learning and the STAM Architecture IJCAI 2021
TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning IJCAI 2021
Change Matters: Medication Change Prediction with Recurrent Residual Networks IJCAI 2021
FedSpeech: Federated Text-to-Speech with Continual Learning IJCAI 2021
Inter-Task Similarity for Lifelong Reinforcement Learning in Heterogeneous Tasks IJCAI 2021
Continual Lifelong Learning for Intelligent Agents IJCAI 2021
Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction IJCNLP 2021
Rational LAMOL: A Rationale-based Lifelong Learning Framework IJCNLP 2021
Competence-based Multimodal Curriculum Learning for Medical Report Generation IJCNLP 2021
Continual Quality Estimation with Online Bayesian Meta-Learning IJCNLP 2021
Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking IJCNLP 2021
Learning to Solve NLP Tasks in an Incremental Number of Languages IJCNLP 2021
Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialogue State Tracking IJCNLP 2021
Preserving Cross-Linguality of Pre-trained Models via Continual Learning IJCNLP 2021
FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications INTERSPEECH 2021
Continual Learning for Fake Audio Detection INTERSPEECH 2021
SynthASR: Unlocking Synthetic Data for Speech Recognition INTERSPEECH 2021
Robust Continuous On-Device Personalization for Automatic Speech Recognition INTERSPEECH 2021
A Weight Moving Average Based Alternate Decoupled Learning Algorithm for Long-Tailed Language Identification INTERSPEECH 2021
Towards Lifelong Learning of End-to-End ASR INTERSPEECH 2021
River: machine learning for streaming data in Python JMLR 2021
Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution NAACL 2021