Continual Learning

RCL: Reliable Continual Learning for Unified Failure Detection CVPR 2024 Reawakening knowledge: Anticipatory recovery from catastrophic interference via structured training NeurIPS 2024 Semantically-Shifted Incremental Adapter-Tuning is A Continual ViTransformer CVPR 2024 Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention AAAI 2024 Steering Prototypes With Prompt-Tuning for Rehearsal-Free Continual Learning WACV 2024 Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning NeurIPS 2024 Text-Enhanced Data-free Approach for Federated Class-Incremental Learning CVPR 2024 The Inter-batch Diversity of Samples in Experience Replay for Continual Learning AAAI 2024 Towards Backward-Compatible Continual Learning of Image Compression CVPR 2024 Train-Attention: Meta-Learning Where to Focus in Continual Knowledge Learning NeurIPS 2024 Vector Quantization Prompting for Continual Learning NeurIPS 2024 ViLCo-Bench: VIdeo Language COntinual learning Benchmark NeurIPS 2024 What Matters in Graph Class Incremental Learning? An Information Preservation Perspective NeurIPS 2024 What to Remember: Self-Adaptive Continual Learning for Audio Deepfake Detection AAAI 2024 A Spectral Viewpoint on Continual Relation Extraction EMNLP 2023 AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learning CVPR 2023 Batch Model Consolidation: A Multi-Task Model Consolidation Framework CVPR 2023 BEEF: Bi-Compatible Class-Incremental Learning via Energy-Based Expansion and Fusion ICLR 2023 Bilateral Memory Consolidation for Continual Learning CVPR 2023 BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning ICML 2023 CITB: A Benchmark for Continual Instruction Tuning EMNLP 2023 Class-Incremental Learning based on Label Generation ACL 2023 ConStruct-VL: Data-Free Continual Structured VL Concepts Learning CVPR 2023 Continual Learning with Scaled Gradient Projection AAAI 2023 DDGR: Continual Learning with Deep Diffusion-based Generative Replay ICML 2023