Bilevel Continual Learning Nov 2, 2020 Bilevel Optimization Continual Learning
— Unverified Continual Learning Long Short Term Memory Nov 1, 2020 Continual Learning Deep Learning
— Unverified A Study on Efficiency in Continual Learning Inspired by Human Learning Oct 28, 2020 Continual Learning
— Unverified Class-incremental learning: survey and performance evaluation on image classification Oct 28, 2020 class-incremental learning Class Incremental Learning
— Unverified AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem? Oct 28, 2020 Continual Learning Organ Segmentation
Code Code Available A Survey on Curriculum Learning Oct 25, 2020 Active Learning BIG-bench Machine Learning
— Unverified A Combinatorial Perspective on Transfer Learning Oct 23, 2020 Continual Learning Transfer Learning
Code Code Available Continual Learning in Low-rank Orthogonal Subspaces Oct 22, 2020 Continual Learning
Code Code Available What is Wrong with Continual Learning in Medical Image Segmentation? Oct 21, 2020 Continual Learning Diagnostic
— Unverified Continual Unsupervised Domain Adaptation for Semantic Segmentation Oct 19, 2020 Autonomous Driving Continual Learning
Code Code Available Update Frequently, Update Fast: Retraining Semantic Parsing Systems in a Fraction of Time Oct 15, 2020 Continual Learning Goal-Oriented Dialogue Systems
— Unverified PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Oct 12, 2020 Anomaly Detection Anomaly Segmentation
Code Code Available Rethinking Experience Replay: a Bag of Tricks for Continual Learning Oct 12, 2020 Continual Learning
Code Code Available Continual learning using hash-routed convolutional neural networks Oct 9, 2020 Continual Learning
Code Code Available Linear Mode Connectivity in Multitask and Continual Learning Oct 9, 2020 Continual Learning Linear Mode Connectivity
Code Code Available A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix Oct 7, 2020 Continual Learning
Code Code Available Disentangle-based Continual Graph Representation Learning Oct 6, 2020 Continual Learning Graph Embedding
Code Code Available The Effectiveness of Memory Replay in Large Scale Continual Learning Oct 6, 2020 Continual Learning
— Unverified Sequential Changepoint Detection in Neural Networks with Checkpoints Oct 6, 2020 Continual Learning
— Unverified Improving Few-Shot Learning through Multi-task Representation Learning Theory Oct 5, 2020 Continual Learning Few-Shot Learning
Code Code Available Remembering for the Right Reasons: Explanations Reduce Catastrophic Forgetting Oct 4, 2020 Continual Learning
Code Code Available Continual Learning for Natural Language Generation in Task-oriented Dialog Systems Oct 2, 2020 Continual Learning Text Generation
— Unverified MADRaS : Multi Agent Driving Simulator Oct 2, 2020 Autonomous Driving Car Racing
— Unverified Bayesian Meta-reinforcement Learning for Traffic Signal Control Oct 1, 2020 Continual Learning Meta-Learning
— Unverified Task Agnostic Continual Learning Using Online Variational Bayes with Fixed-Point Updates Oct 1, 2020 Continual Learning
Code Code Available Meta-Consolidation for Continual Learning Oct 1, 2020 Continual Learning
Code Code Available Discriminative Representation Loss (DRL): A More Efficient Approach than Gradient Re-Projection in Continual Learning Sep 28, 2020 Continual Learning Diversity
— Unverified Sense and Learn: Self-Supervision for Omnipresent Sensors Sep 28, 2020 Continual Learning Few-Shot Learning
— Unverified Beneficial Perturbation Network for designing general adaptive artificial intelligence systems Sep 27, 2020 Continual Learning
— Unverified Continual Model-Based Reinforcement Learning with Hypernetworks Sep 25, 2020 Continual Learning model
Code Code Available Neurocoder: Learning General-Purpose Computation Using Stored Neural Programs Sep 24, 2020 Continual Learning Object Recognition
— Unverified Streaming Graph Neural Networks via Continual Learning Sep 23, 2020 Continual Learning Node Classification
— Unverified Instance exploitation for learning temporary concepts from sparsely labeled drifting data streams Sep 20, 2020 Continual Learning
Code Code Available Few-Shot Unsupervised Continual Learning through Meta-Examples Sep 17, 2020 Clustering Continual Learning
Code Code Available Measuring Information Transfer in Neural Networks Sep 16, 2020 Continual Learning Transfer Learning
— Unverified 3D_DEN: Open-ended 3D Object Recognition using Dynamically Expandable Networks Sep 15, 2020 3D Object Recognition Continual Learning
Code Code Available CVPR 2020 Continual Learning in Computer Vision Competition: Approaches, Results, Current Challenges and Future Directions Sep 14, 2020 Benchmarking Continual Learning
Code Code Available KSM: Fast Multiple Task Adaption via Kernel-wise Soft Mask Learning Sep 11, 2020 Continual Learning
— Unverified Meta-Learning with Sparse Experience Replay for Lifelong Language Learning Sep 10, 2020 Continual Learning Lifelong learning
Code Code Available Routing Networks with Co-training for Continual Learning Sep 9, 2020 Continual Learning
— Unverified Imbalanced Continual Learning with Partitioning Reservoir Sampling Sep 8, 2020 Continual Learning Multi-Label Classification
Code Code Available A Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World Learning Sep 3, 2020 Active Learning Continual Learning
— Unverified Compression-aware Continual Learning using Singular Value Decomposition Sep 3, 2020 Continual Learning Model Compression
Code Code Available Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams Sep 2, 2020 class-incremental learning Class Incremental Learning
Code Code Available Lifelong Graph Learning Sep 1, 2020 Action Recognition Continual Learning
Code Code Available Online Class-Incremental Continual Learning with Adversarial Shapley Value Aug 31, 2020 Continual Learning Open-Ended Question Answering
Code Code Available Continual Domain Adaptation for Machine Reading Comprehension Aug 25, 2020 Continual Learning Domain Adaptation
— Unverified DyStaB: Unsupervised Object Segmentation via Dynamic-Static Bootstrapping Aug 16, 2020 Continual Learning Object
— Unverified RODEO: Replay for Online Object Detection Aug 14, 2020 Class Incremental Learning Continual Learning
Code Code Available Brain-inspired replay for continual learning with artificial neural networks Aug 13, 2020 class-incremental learning Class Incremental Learning
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