Multiband VAE: Latent Space Alignment for Knowledge Consolidation in Continual Learning Jun 23, 2021 Continual Learning Disentanglement
Code Code Available A Comprehensive Survey of Image-Based Food Recognition and Volume Estimation Methods for Dietary Assessment Jun 21, 2021 Continual Learning Food Recognition
— Unverified Image De-Raining via Continual Learning Jun 19, 2021 Continual Learning
— Unverified Hyper-LifelongGAN: Scalable Lifelong Learning for Image Conditioned Generation Jun 19, 2021 Continual Learning Lifelong learning
— Unverified ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Image Segmentation Jun 19, 2021 Continual Learning Image Segmentation
— Unverified 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 TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning Jun 11, 2021 Continual Learning
Code Code Available Generative Feature-driven Image Replay for Continual Learning Jun 9, 2021 Class Incremental Learning Continual Learning
— Unverified Optimizing Reusable Knowledge for Continual Learning via Metalearning Jun 9, 2021 Continual Learning
Code Code Available Memory-Based Optimization Methods for Model-Agnostic Meta-Learning and Personalized Federated Learning Jun 9, 2021 Continual Learning Federated Learning
Code Code Available Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image Acquisition Jun 7, 2021 Active Learning Age Estimation
— Unverified Knowing when we do not know: Bayesian continual learning for sensing-based analysis tasks Jun 6, 2021 Bayesian Inference Continual Learning
— Unverified Model Zoo: A Growing "Brain" That Learns Continually Jun 6, 2021 Continual Learning Learning Theory
Code Code Available ModelCI-e: Enabling Continual Learning in Deep Learning Serving Systems Jun 6, 2021 Continual Learning Deep Learning
— Unverified Preservation of the Global Knowledge by Not-True Distillation in Federated Learning Jun 6, 2021 Continual Learning Federated Learning
Code Code Available Same State, Different Task: Continual Reinforcement Learning without Interference Jun 5, 2021 Continual Learning reinforcement-learning
Code Code Available A Procedural World Generation Framework for Systematic Evaluation of Continual Learning Jun 4, 2021 Continual Learning
Code Code Available Language Scaling for Universal Suggested Replies Model Jun 4, 2021 Continual Learning Cross-Lingual Transfer
— Unverified 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 Scalable Few-Shot Learning of Robust Biomedical Name Representations Jun 1, 2021 Continual Learning Few-Shot Learning
Code Code Available Combining Weakly Supervised ML Techniques for Low-Resource NLU Jun 1, 2021 Continual Learning Data Augmentation
— Unverified 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 A Microarchitecture Implementation Framework for Online Learning with Temporal Neural Networks May 27, 2021 Continual Learning Incremental Learning
— Unverified Concept drift detection and adaptation for federated and continual learning May 27, 2021 Continual Learning Drift Detection
— Unverified Encoders and Ensembles for Task-Free Continual Learning May 27, 2021 Continual Learning Image Classification
— Unverified Continual Learning for Real-World Autonomous Systems: Algorithms, Challenges and Frameworks May 26, 2021 Continual Learning
— Unverified Continual Learning at the Edge: Real-Time Training on Smartphone Devices May 24, 2021 Continual Learning
Code Code Available Continual World: A Robotic Benchmark For Continual Reinforcement Learning May 23, 2021 Continual Learning reinforcement-learning
Code Code Available 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 DRILL: Dynamic Representations for Imbalanced Lifelong Learning May 18, 2021 Continual Learning Lifelong learning
Code Code Available ACAE-REMIND for Online Continual Learning with Compressed Feature Replay May 18, 2021 Continual Learning
— Unverified Layerwise Optimization by Gradient Decomposition for Continual Learning May 17, 2021 Continual Learning
— Unverified Continual Learning with Echo State Networks May 17, 2021 Continual Learning
Code Code Available 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 Elastic Weight Consolidation (EWC): Nuts and Bolts May 10, 2021 Continual Learning
— Unverified Continual Learning via Bit-Level Information Preserving May 10, 2021 Continual Learning Quantization
Code Code Available DocReader: Bounding-Box Free Training of a Document Information Extraction Model 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 Self-Improving Semantic Perception for Indoor Localisation May 4, 2021 2D Semantic Segmentation Continual Learning
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