Continual Learning

TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation ICCV 2023 Task-Attentive Transformer Architecture for Continual Learning of Vision-and-Language Tasks Using Knowledge Distillation EMNLP 2023 Task-Aware Information Routing from Common Representation Space in Lifelong Learning ICLR 2023 Task Difficulty Aware Parameter Allocation & Regularization for Lifelong Learning CVPR 2023 Teamwork Is Not Always Good: An Empirical Study of Classifier Drift in Class-incremental Information Extraction ACL 2023 Temporal Continual Learning with Prior Compensation for Human Motion Prediction NeurIPS 2023 Thalamus: a brain-inspired algorithm for biologically-plausible continual learning and disentangled representations ICLR 2023 The Ideal Continual Learner: An Agent That Never Forgets ICML 2023 Theory on Forgetting and Generalization of Continual Learning ICML 2023 To Adapt or Not to Adapt? Real-Time Adaptation for Semantic Segmentation ICCV 2023 Towards Anytime Fine-tuning: Continually Pre-trained Language Models with Hypernetwork Prompts EMNLP 2023 Towards continually learning new languages Interspeech 2023 Towards Geospatial Foundation Models via Continual Pretraining ICCV 2023 Towards Open Temporal Graph Neural Networks ICLR 2023 Towards Realistic Evaluation of Industrial Continual Learning Scenarios with an Emphasis on Energy Consumption and Computational Footprint ICCV 2023 Towards Robust Graph Incremental Learning on Evolving Graphs ICML 2023 Towards Utilitarian Online Learning -- A Review of Online Algorithms in Open Feature Space IJCAI 2023 TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion NeurIPS 2023 Understanding Incremental Learning of Gradient Descent: A Fine-grained Analysis of Matrix Sensing ICML 2023 UniDexGrasp++: Improving Dexterous Grasping Policy Learning via Geometry-Aware Curriculum and Iterative Generalist-Specialist Learning ICCV 2023 Unsupervised Continual Semantic Adaptation Through Neural Rendering CVPR 2023 Vicinal Risk Minimization for Few-Shot Cross-lingual Transfer in Abusive Language Detection EMNLP 2023 Visually Grounded Continual Language Learning with Selective Specialization EMNLP 2023 VQACL: A Novel Visual Question Answering Continual Learning Setting CVPR 2023 Wasserstein Expansible Variational Autoencoder for Discriminative and Generative Continual Learning ICCV 2023