An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding Nov 15, 2022 class-incremental learning Class Incremental Learning
Code Code Available FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model Nov 14, 2022 Continual Learning Federated Learning
— Unverified Hierarchically Structured Task-Agnostic Continual Learning Nov 14, 2022 Continual Learning reinforcement-learning
Code Code Available Lifelong and Continual Learning Dialogue Systems Nov 12, 2022 Continual Learning Lifelong learning
— Unverified Understanding Approximation for Bayesian Inference in Neural Networks Nov 11, 2022 Active Learning Bayesian Inference
— Unverified Mitigating Forgetting in Online Continual Learning via Contrasting Semantically Distinct Augmentations Nov 10, 2022 Continual Learning Contrastive Learning
— Unverified Continual learning autoencoder training for a particle-in-cell simulation via streaming Nov 9, 2022 Continual Learning
— Unverified Momentum-based Weight Interpolation of Strong Zero-Shot Models for Continual Learning Nov 6, 2022 Continual Learning
— Unverified Learning Tool Morphology for Contact-Rich Manipulation Tasks with Differentiable Simulation Nov 4, 2022 Contact-rich Manipulation Continual Learning
— Unverified Continual Learning of Neural Machine Translation within Low Forgetting Risk Regions Nov 3, 2022 Continual Learning Domain Adaptation
Code Code Available Biologically-Inspired Continual Learning of Human Motion Sequences Nov 2, 2022 Continual Learning Temporal Sequences
— Unverified Informed Priors for Knowledge Integration in Trajectory Prediction Nov 1, 2022 Autonomous Driving Continual Learning
— Unverified Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer Nov 1, 2022 Continual Learning Transfer Learning
— Unverified Generative Negative Text Replay for Continual Vision-Language Pretraining Oct 31, 2022 Continual Learning image-classification
— Unverified Elastic Weight Consolidation Improves the Robustness of Self-Supervised Learning Methods under Transfer Oct 28, 2022 Continual Learning Representation Learning
— Unverified Segmentation of Multiple Sclerosis Lesions across Hospitals: Learn Continually or Train from Scratch? Oct 27, 2022 Continual Learning Lesion Segmentation
Code Code Available Federated Continual Learning to Detect Accounting Anomalies in Financial Auditing Oct 26, 2022 Continual Learning
— Unverified Is Multi-Task Learning an Upper Bound for Continual Learning? Oct 26, 2022 Continual Learning Continual Self-Supervised Learning
— Unverified Helpful or Harmful: Inter-Task Association in Continual Learning Oct 23, 2022 Class Incremental Learning Continual Learning
Code Code Available RAIS: Robust and Accurate Interactive Segmentation via Continual Learning Oct 20, 2022 Continual Learning Image Segmentation
— Unverified Exclusive Supermask Subnetwork Training for Continual Learning Oct 18, 2022 Continual Learning Text Classification
Code Code Available Review Learning: Alleviating Catastrophic Forgetting with Generative Replay without Generator Oct 17, 2022 Binary Classification Continual Learning
— Unverified Navigating Memory Construction by Global Pseudo-Task Simulation for Continual Learning Oct 16, 2022 Combinatorial Optimization Continual Learning
Code Code Available Learning with Style: Continual Semantic Segmentation Across Tasks and Domains Oct 13, 2022 Autonomous Driving class-incremental learning
— Unverified Federated Continual Learning for Text Classification via Selective Inter-client Transfer Oct 12, 2022 Continual Learning Federated Learning
Code Code Available Improving information retention in large scale online continual learning Oct 12, 2022 Continual Learning
— Unverified Task-Free Continual Learning via Online Discrepancy Distance Learning Oct 12, 2022 Continual Learning Generalization Bounds
— Unverified Schedule-Robust Online Continual Learning Oct 11, 2022 Continual Learning image-classification
— Unverified Toward Sustainable Continual Learning: Detection and Knowledge Repurposing of Similar Tasks Oct 11, 2022 Continual Learning
— Unverified A Simple Baseline that Questions the Use of Pretrained-Models in Continual Learning Oct 10, 2022 Continual Learning Exemplar-Free
Code Code Available Tracking changes using Kullback-Leibler divergence for the continual learning Oct 10, 2022 Continual Learning
— Unverified Continual Learning with Evolving Class Ontologies Oct 10, 2022 class-incremental learning Class Incremental Learning
— Unverified Few-Shot Continual Active Learning by a Robot Oct 9, 2022 Active Learning Continual Learning
— Unverified TAME: Task Agnostic Continual Learning using Multiple Experts Oct 8, 2022 Continual Learning Lifelong learning
— Unverified Learnware: Small Models Do Big Oct 7, 2022 Continual Learning
— Unverified Topological Continual Learning with Wasserstein Distance and Barycenter Oct 6, 2022 Continual Learning image-classification
— Unverified ImpressLearn: Continual Learning via Combined Task Impressions Oct 5, 2022 Continual Learning image-classification
— Unverified Efficient Meta-Learning for Continual Learning with Taylor Expansion Approximation Oct 3, 2022 Computational Efficiency Continual Learning
— Unverified HyperHawkes: Hypernetwork based Neural Temporal Point Process Oct 1, 2022 Continual Learning Zero-Shot Learning
— Unverified Analyzing BERT Cross-lingual Transfer Capabilities in Continual Sequence Labeling Oct 1, 2022 Continual Learning Cross-Lingual Transfer
Code Code Available Task Formulation Matters When Learning Continually: A Case Study in Visual Question Answering Sep 30, 2022 Continual Learning Question Answering
Code Code Available RECALL: Rehearsal-free Continual Learning for Object Classification Sep 29, 2022 Classification Continual Learning
Code Code Available Multiple Modes for Continual Learning Sep 29, 2022 Continual Learning
— Unverified Disentangling Transfer in Continual Reinforcement Learning Sep 28, 2022 Continual Learning continuous-control
— Unverified Optimizing Class Distribution in Memory for Multi-Label Online Continual Learning Sep 23, 2022 Continual Learning
— Unverified Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Sep 20, 2022 Continual Learning Continual Semantic Segmentation
Code Code Available Learn the Time to Learn: Replay Scheduling in Continual Learning Sep 18, 2022 Continual Learning Scheduling
Code Code Available Continual Learning with Dependency Preserving Hypernetworks Sep 16, 2022 Continual Learning image-classification
— Unverified Continual Learning for Class- and Domain-Incremental Semantic Segmentation Sep 16, 2022 class-incremental learning Class Incremental Learning
— Unverified Online Continual Learning via the Meta-learning Update with Multi-scale Knowledge Distillation and Data Augmentation Sep 12, 2022 Continual Learning Data Augmentation
— Unverified 