Continual Learning

Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach NeurIPS 2024 Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning CVPR 2024 Retentive or Forgetful? Diving into the Knowledge Memorizing Mechanism of Language Models COLING 2024 Revisiting Catastrophic Forgetting in Large Language Model Tuning EMNLP 2024 Revisiting Neural Networks for Continual Learning: An Architectural Perspective IJCAI 2024 Revisiting Plasticity in Visual Reinforcement Learning: Data, Modules and Training Stages ICLR 2024 Robust Feature Learning and Global Variance-Driven Classifier Alignment for Long-Tail Class Incremental Learning WACV 2024 Safe learning in nonlinear model predictive control L4DC 2024 SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models NeurIPS 2024 Saliency-driven Experience Replay for Continual Learning NeurIPS 2024 SAPT: A Shared Attention Framework for Parameter-Efficient Continual Learning of Large Language Models ACL 2024 Scalable Language Model with Generalized Continual Learning ICLR 2024 Scalable Modular Network: A Framework for Adaptive Learning via Agreement Routing ICLR 2024 SCaR: Refining Skill Chaining for Long-Horizon Robotic Manipulation via Dual Regularization NeurIPS 2024 SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection CVPR 2024 SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models EMNLP 2024 See Say and Segment: Teaching LMMs to Overcome False Premises CVPR 2024 Self-Evolving GPT: A Lifelong Autonomous Experiential Learner ACL 2024 Self-generated Replay Memories for Continual Neural Machine Translation NAACL 2024 Self-Healing Machine Learning: A Framework for Autonomous Adaptation in Real-World Environments 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 Sequential Editing for Lifelong Training of Speech Recognition Models Interspeech 2024 Sharpness-Aware Minimization Activates the Interactive Teaching's Understanding and Optimization NeurIPS 2024 SharpSeq: Empowering Continual Event Detection through Sharpness-Aware Sequential-task Learning NAACL 2024