SPeCiaL: Self-Supervised Pretraining for Continual Learning Jun 16, 2021 continual few-shot learning Continual Learning
— Unverified Natural continual learning: success is a journey, not (just) a destination Jun 15, 2021 Continual Learning
Code Code Available SynthASR: Unlocking Synthetic Data for Speech Recognition Jun 14, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Memory-Based Optimization Methods for Model-Agnostic Meta-Learning and Personalized Federated Learning Jun 9, 2021 Continual Learning Federated Learning
Code Code Available Generative Feature-driven Image Replay for Continual Learning Jun 9, 2021 Class Incremental Learning Continual Learning
— Unverified Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image Acquisition Jun 7, 2021 Active Learning Age Estimation
— Unverified ModelCI-e: Enabling Continual Learning in Deep Learning Serving Systems Jun 6, 2021 Continual Learning Deep Learning
— Unverified Knowing when we do not know: Bayesian continual learning for sensing-based analysis tasks Jun 6, 2021 Bayesian Inference Continual Learning
— Unverified Language Scaling for Universal Suggested Replies Model Jun 4, 2021 Continual Learning Cross-Lingual Transfer
— Unverified A Procedural World Generation Framework for Systematic Evaluation of Continual Learning Jun 4, 2021 Continual Learning
Code Code Available Continual Learning in Deep Networks: an Analysis of the Last Layer Jun 3, 2021 Continual Learning
— Unverified Personalizing Pre-trained Models Jun 2, 2021 Continual Learning Few-Shot Learning
— Unverified Online Coreset Selection for Rehearsal-based Continual Learning Jun 2, 2021 Continual Learning
— Unverified Combining Weakly Supervised ML Techniques for Low-Resource NLU Jun 1, 2021 Continual Learning Data Augmentation
— Unverified Scalable Few-Shot Learning of Robust Biomedical Name Representations Jun 1, 2021 Continual Learning Few-Shot Learning
Code Code Available Continual Learning for Neural Machine Translation Jun 1, 2021 Continual Learning Knowledge Distillation
— Unverified A study on the plasticity of neural networks May 31, 2021 Continual Learning Transfer Learning
— Unverified Smaller Is Better: An Analysis of Instance Quantity/Quality Trade-off in Rehearsal-based Continual Learning May 28, 2021 Continual Learning Dimensionality Reduction
— Unverified Encoders and Ensembles for Task-Free Continual Learning May 27, 2021 Continual Learning Image Classification
— Unverified Concept drift detection and adaptation for federated and continual learning May 27, 2021 Continual Learning Drift Detection
— Unverified A Microarchitecture Implementation Framework for Online Learning with Temporal Neural Networks May 27, 2021 Continual Learning Incremental Learning
— Unverified Continual Learning for Real-World Autonomous Systems: Algorithms, Challenges and Frameworks May 26, 2021 Continual Learning
— Unverified Mitigating Forgetting in Online Continual Learning with Neuron Calibration May 21, 2021 Continual Learning
— Unverified Hierarchical Prototype Network for Continual Graph Representation Learning May 21, 2021 Attribute Continual Learning
— Unverified ACAE-REMIND for Online Continual Learning with Compressed Feature Replay May 18, 2021 Continual Learning
— Unverified DRILL: Dynamic Representations for Imbalanced Lifelong Learning May 18, 2021 Continual Learning Lifelong learning
Code Code Available Layerwise Optimization by Gradient Decomposition for Continual Learning May 17, 2021 Continual Learning
— Unverified Shared and Private VAEs with Generative Replay for Continual Learning May 17, 2021 Continual Learning Permuted-MNIST
Code Code Available Statistical Mechanical Analysis of Catastrophic Forgetting in Continual Learning with Teacher and Student Networks May 16, 2021 Continual Learning
— Unverified TAG: Task-based Accumulated Gradients for Lifelong learning May 11, 2021 Continual Learning Lifelong learning
Code Code Available DocReader: Bounding-Box Free Training of a Document Information Extraction Model May 10, 2021 Continual Learning
— Unverified Elastic Weight Consolidation (EWC): Nuts and Bolts May 10, 2021 Continual Learning
— Unverified Structured Ensembles: an Approach to Reduce the Memory Footprint of Ensemble Methods May 6, 2021 Continual Learning Diversity
Code Code Available Schematic Memory Persistence and Transience for Efficient and Robust Continual Learning May 5, 2021 Continual Learning
— Unverified Continual Learning on the Edge with TensorFlow Lite May 5, 2021 Continual Learning Transfer Learning
— Unverified A Deep Learning Framework for Lifelong Machine Learning May 1, 2021 BIG-bench Machine Learning Continual Learning
— Unverified Preserving Earlier Knowledge in Continual Learning with the Help of All Previous Feature Extractors Apr 28, 2021 All Continual Learning
— Unverified Continual Learning Approach for Improving the Data and Computation Mapping in Near-Memory Processing System Apr 28, 2021 Continual Learning
— Unverified Continual Distributed Learning for Crisis Management Apr 26, 2021 Continual Learning Disaster Response
— Unverified Dynamic VAEs with Generative Replay for Continual Zero-shot Learning Apr 26, 2021 Continual Learning Zero-Shot Learning
Code Code Available Class-Incremental Experience Replay for Continual Learning under Concept Drift Apr 24, 2021 Continual Learning valid
Code Code Available VeriMedi: Pill Identification using Proxy-based Deep Metric Learning and Exact Solution Apr 22, 2021 Continual Learning Fine-Grained Visual Categorization
— Unverified Concept Drift Detection from Multi-Class Imbalanced Data Streams Apr 20, 2021 Continual Learning Drift Detection
— Unverified Continual Learning with Fully Probabilistic Models Apr 19, 2021 Boundary Detection class-incremental learning
— Unverified Overcoming Catastrophic Forgetting with Gaussian Mixture Replay Apr 19, 2021 Continual Learning Density Estimation
— Unverified Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Apr 19, 2021 Activity Recognition Continual Learning
— Unverified Few-shot Continual Learning: a Brain-inspired Approach Apr 19, 2021 Continual Learning Few-Shot Learning
— Unverified Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning Apr 18, 2021 Continual Learning Few-Shot Learning
Code Code Available Dynamically Addressing Unseen Rumor via Continual Learning Apr 18, 2021 Continual Learning Veracity Classification
— Unverified Lifelong Learning with Sketched Structural Regularization Apr 17, 2021 Continual Learning Lifelong learning
— Unverified 