A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal Sep 28, 2022 Continual Learning Reinforcement Learning (RL)
Code Code Available Exploring Example Influence in Continual Learning Sep 25, 2022 Continual Learning
Code Code Available Learning from Students: Online Contrastive Distillation Network for General Continual Learning Sep 24, 2022 Continual Learning
Code Code Available SparCL: Sparse Continual Learning on the Edge Sep 20, 2022 Continual Learning
Code Code Available BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach Sep 19, 2022 Bilevel Optimization Continual Learning
Code Code Available On the Effectiveness of Compact Biomedical Transformers Sep 7, 2022 Continual Learning Knowledge Distillation
Code Code Available Continual Learning, Fast and Slow Sep 6, 2022 Continual Learning Hippocampus
Code Code Available Symbolic Replay: Scene Graph as Prompt for Continual Learning on VQA Task Aug 24, 2022 Continual Learning Question Answering
Code Code Available A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Aug 20, 2022 class-incremental learning Class Incremental Learning
Code Code Available On the Limitations of Continual Learning for Malware Classification Aug 13, 2022 Continual Learning General Classification
Code Code Available S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Jul 26, 2022 Continual Learning Exemplar-Free
Code Code Available Lifelong Machine Learning of Functionally Compositional Structures Jul 25, 2022 BIG-bench Machine Learning Continual Learning
Code Code Available D3Former: Debiased Dual Distilled Transformer for Incremental Learning Jul 25, 2022 class-incremental learning Continual Learning
Code Code Available Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed Edges Jul 24, 2022 Continual Learning Federated Learning
Code Code Available Continual Variational Autoencoder Learning via Online Cooperative Memorization Jul 20, 2022 Continual Learning Diversity
Code Code Available Hardware-agnostic Computation for Large-scale Knowledge Graph Embeddings Jul 18, 2022 Continual Learning Graph Embedding
Code Code Available Improving Task-free Continual Learning by Distributionally Robust Memory Evolution Jul 15, 2022 Continual Learning
Code Code Available Continual Learning For On-Device Environmental Sound Classification Jul 15, 2022 Classification Computational Efficiency
Code Code Available CoSCL: Cooperation of Small Continual Learners is Stronger than a Big One Jul 13, 2022 Continual Learning Open-Ended Question Answering
Code Code Available Forget-free Continual Learning with Winning Subnetworks Jul 1, 2022 Continual Learning
Code Code Available Fleet-DAgger: Interactive Robot Fleet Learning with Scalable Human Supervision Jun 29, 2022 Continual Learning GPU
Code Code Available NERDA-Con: Extending NER models for Continual Learning -- Integrating Distinct Tasks and Updating Distribution Shifts Jun 28, 2022 Continual Learning named-entity-recognition
Code Code Available NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse Networks Jun 18, 2022 Continual Learning
Code Code Available CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks Jun 18, 2022 Continual Learning Transfer Learning
Code Code Available Remember the Past: Distilling Datasets into Addressable Memories for Neural Networks Jun 6, 2022 Continual Learning Dataset Distillation
Code Code Available Transfer without Forgetting Jun 1, 2022 Continual Learning Transfer Learning
Code Code Available Label-Efficient Online Continual Object Detection in Streaming Video Jun 1, 2022 Continual Learning Hippocampus
Code Code Available Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming Challenges May 28, 2022 Continual Learning Continuous Control
Code Code Available Continual evaluation for lifelong learning: Identifying the stability gap May 26, 2022 Continual Learning Incremental Learning
Code Code Available Continual Learning for Visual Search with Backward Consistent Feature Embedding May 26, 2022 Continual Learning
Code Code Available Fine-tuned Language Models are Continual Learners May 24, 2022 Continual Learning
Code Code Available Thalamus: a brain-inspired algorithm for biologically-plausible continual learning and disentangled representations May 24, 2022 Continual Learning Transfer Learning
Code Code Available Towards a Defense Against Federated Backdoor Attacks Under Continuous Training May 24, 2022 Continual Learning Federated Learning
Code Code Available Fine-Grained Visual Classification using Self Assessment Classifier May 21, 2022 Classification Continual Learning
Code Code Available Continual Pre-Training Mitigates Forgetting in Language and Vision May 19, 2022 Continual Learning Continual Pretraining
Code Code Available Learning Representations for New Sound Classes With Continual Self-Supervised Learning May 15, 2022 Continual Learning Continual Self-Supervised Learning
Code Code Available A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials May 11, 2022 Continual Learning DeepFake Detection
Code Code Available ProQA: Structural Prompt-based Pre-training for Unified Question Answering May 9, 2022 Continual Learning Few-Shot Learning
Code Code Available Continual Object Detection via Prototypical Task Correlation Guided Gating Mechanism May 6, 2022 Continual Learning Diversity
Code Code Available Engineering flexible machine learning systems by traversing functionally-invariant paths Apr 30, 2022 Adversarial Robustness Continual Learning
Code Code Available Continual Learning with Foundation Models: An Empirical Study of Latent Replay Apr 30, 2022 Benchmarking Continual Learning
Code Code Available TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models Apr 29, 2022 Continual Learning
Code Code Available Multi-Head Distillation for Continual Unsupervised Domain Adaptation in Semantic Segmentation Apr 25, 2022 Continual Learning Domain Adaptation
Code Code Available CNLL: A Semi-supervised Approach For Continual Noisy Label Learning Apr 21, 2022 Continual Learning
Code Code Available Continual Hippocampus Segmentation with Transformers Apr 17, 2022 Continual Learning Hippocampus
Code Code Available Continual Predictive Learning from Videos Apr 12, 2022 Continual Learning Prediction
Code Code Available LifeLonger: A Benchmark for Continual Disease Classification Apr 12, 2022 Classification class-incremental learning
Code Code Available Continual Normalization: Rethinking Batch Normalization for Online Continual Learning Mar 30, 2022 Continual Learning
Code Code Available Online Continual Learning on a Contaminated Data Stream with Blurry Task Boundaries Mar 29, 2022 Continual Learning Diversity
Code Code Available Continual Learning and Private Unlearning Mar 24, 2022 Continual Learning
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