Continual Learning

Lifelong Generative Modelling Using Dynamic Expansion Graph Model AAAI 2022 Lifelong Graph Learning CVPR 2022 Lifelong Hyper-Policy Optimization with Multiple Importance Sampling Regularization AAAI 2022 Lifelong Neural Predictive Coding: Learning Cumulatively Online without Forgetting NeurIPS 2022 Lifelong Person Re-identification by Pseudo Task Knowledge Preservation AAAI 2022 Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora ACL 2022 Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora NAACL 2022 Lifelong Unsupervised Domain Adaptive Person Re-Identification With Coordinated Anti-Forgetting and Adaptation CVPR 2022 LPC: A Logits and Parameter Calibration Framework for Continual Learning EMNLP 2022 Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation NeurIPS 2022 Maslow’s Hammer in Catastrophic Forgetting: Node Re-Use vs. Node Activation ICML 2022 Memory Efficient Continual Learning with Transformers NeurIPS 2022 Memory Replay with Data Compression for Continual Learning ICLR 2022 Meta-Attention for ViT-Backed Continual Learning CVPR 2022 MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning CVPR 2022 Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning CVPR 2022 Mining Unseen Classes via Regional Objectness: A Simple Baseline for Incremental Segmentation NeurIPS 2022 Mitigating the Diminishing Effect of Elastic Weight Consolidation COLING 2022 Model Zoo: A Growing Brain That Learns Continually ICLR 2022 Modular Lifelong Reinforcement Learning via Neural Composition ICLR 2022 Multiband VAE: Latent Space Alignment for Knowledge Consolidation in Continual Learning IJCAI 2022 Multi-Domain Incremental Learning for Semantic Segmentation WACV 2022 Navigating Memory Construction by Global Pseudo-Task Simulation for Continual Learning NeurIPS 2022 Neurocoder: General-Purpose Computation Using Stored Neural Programs ICML 2022 New Insights on Reducing Abrupt Representation Change in Online Continual Learning ICLR 2022