Continual Learning

Plug-and-Play Stability for Intracortical Brain-Computer Interfaces: A One-Year Demonstration of Seamless Brain-to-Text Communication NeurIPS 2023 Principles of Forgetting in Domain-Incremental Semantic Segmentation in Adverse Weather Conditions CVPR 2023 RDumb: A simple approach that questions our progress in continual test-time adaptation NeurIPS 2023 Rebalancing Batch Normalization for Exemplar-Based Class-Incremental Learning CVPR 2023 Rehearsal-free Continual Language Learning via Efficient Parameter Isolation ACL 2023 Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning AAAI 2023 Rewiring Neurons in Non-Stationary Environments NeurIPS 2023 Robust Mean Teacher for Continual and Gradual Test-Time Adaptation CVPR 2023 Saving 100x Storage: Prototype Replay for Reconstructing Training Sample Distribution in Class-Incremental Semantic Segmentation NeurIPS 2023 Self-Supervised Continual Graph Learning in Adaptive Riemannian Spaces AAAI 2023 Skill-it! A data-driven skills framework for understanding and training language models NeurIPS 2023 Sparse Coding in a Dual Memory System for Lifelong Learning AAAI 2023 Sparse Distributed Memory is a Continual Learner ICLR 2023 Sub-network Discovery and Soft-masking for Continual Learning of Mixed Tasks EMNLP 2023 Symbolic Replay: Scene Graph as Prompt for Continual Learning on VQA Task AAAI 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 Towards Anytime Fine-tuning: Continually Pre-trained Language Models with Hypernetwork Prompts EMNLP 2023 Visually Grounded Continual Language Learning with Selective Specialization EMNLP 2023 VQACL: A Novel Visual Question Answering Continual Learning Setting CVPR 2023 Adaptive Orthogonal Projection for Batch and Online Continual Learning AAAI 2022 ALIFE: Adaptive Logit Regularizer and Feature Replay for Incremental Semantic Segmentation NeurIPS 2022 A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal NeurIPS 2022 Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer NeurIPS 2022 Class-Incremental Learning With Strong Pre-Trained Models CVPR 2022