An Empirical Study of Incremental Learning in Neural Network with Noisy Training Set May 7, 2020 Incremental Learning
— Unverified Deeply Supervised Active Learning for Finger Bones Segmentation May 7, 2020 Active Learning Incremental Learning
Code Code Available Generative Feature Replay with Orthogonal Weight Modification for Continual Learning May 7, 2020 class-incremental learning Class Incremental Learning
— Unverified Sliced Cramer Synaptic Consolidation for Preserving Deeply Learned Representations May 1, 2020 Incremental Learning
— Unverified PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning Apr 28, 2020 Class Incremental Learning Continual Learning
Code Code Available Few-Shot Class-Incremental Learning Apr 23, 2020 class-incremental learning Class Incremental Learning
Code Code Available Boosting Deep Open World Recognition by Clustering Apr 20, 2020 Clustering Incremental Learning
— Unverified Generative Feature Replay For Class-Incremental Learning Apr 20, 2020 class-incremental learning Class Incremental Learning
Code Code Available Learning to Segment the Tail Apr 2, 2020 Few-Shot Learning Incremental Learning
Code Code Available Memory-Efficient Incremental Learning Through Feature Adaptation Apr 1, 2020 Incremental Learning
— Unverified Semantic Drift Compensation for Class-Incremental Learning Apr 1, 2020 class-incremental learning Class Incremental Learning
Code Code Available SS-IL: Separated Softmax for Incremental Learning Mar 31, 2020 class-incremental learning Class Incremental Learning
— Unverified Unsupervised Model Personalization while Preserving Privacy and Scalability: An Open Problem Mar 30, 2020 Continual Learning Domain Adaptation
Code Code Available Incremental Learning In Online Scenario Mar 30, 2020 image-classification Image Classification
— Unverified New Perspectives on the Use of Online Learning for Congestion Level Prediction over Traffic Data Mar 27, 2020 Incremental Learning Time Series
— Unverified Thalamo-cortical spiking model of incremental learning combining perception, context and NREM-sleep-mediated noise-resilience Mar 26, 2020 Incremental Learning
— Unverified Incremental Learning Algorithm for Sound Event Detection Mar 26, 2020 Event Detection Incremental Learning
— Unverified iTAML: An Incremental Task-Agnostic Meta-learning Approach Mar 25, 2020 Incremental Learning Meta-Learning
Code Code Available Online Continual Learning on Sequences Mar 20, 2020 Continual Learning Incremental Learning
— Unverified Incremental Object Detection via Meta-Learning Mar 17, 2020 Incremental Learning Knowledge Distillation
Code Code Available Incremental Few-Shot Object Detection Mar 10, 2020 Few-Shot Learning Few-Shot Object Detection
— Unverified Faster ILOD: Incremental Learning for Object Detectors based on Faster RCNN Mar 9, 2020 Incremental Learning Knowledge Distillation
Code Code Available FoCL: Feature-Oriented Continual Learning for Generative Models Mar 9, 2020 Continual Learning Incremental Learning
Code Code Available Triple Memory Networks: a Brain-Inspired Method for Continual Learning Mar 6, 2020 Attribute class-incremental learning
Code Code Available Tighter Bound Estimation of Sensitivity Analysis for Incremental and Decremental Data Modification Mar 6, 2020 Incremental Learning L2 Regularization
— Unverified Cognitively-Inspired Model for Incremental Learning Using a Few Examples Feb 27, 2020 class-incremental learning Class Incremental Learning
Code Code Available Mnemonics Training: Multi-Class Incremental Learning without Forgetting Feb 24, 2020 class-incremental learning Class Incremental Learning
Code Code Available Targeted Forgetting and False Memory Formation in Continual Learners through Adversarial Backdoor Attacks Feb 17, 2020 Backdoor Attack Continual Learning
— Unverified Multi-Task Incremental Learning for Object Detection Feb 13, 2020 Incremental Learning Object
— Unverified AI Driven Heterogeneous MEC System with UAV Assistance for Dynamic Environment -- Challenges and Solutions Feb 11, 2020 Decision Making Deep Reinforcement Learning
— Unverified Incremental Meta-Learning via Indirect Discriminant Alignment Feb 11, 2020 Incremental Learning Meta-Learning
— Unverified Pairwise Neural Networks (PairNets) with Low Memory for Fast On-Device Applications Feb 10, 2020 Hyperparameter Optimization Incremental Learning
— Unverified Modeling the Background for Incremental Learning in Semantic Segmentation Feb 3, 2020 Continual Learning Disjoint 10-1
Code Code Available Adversarial Incremental Learning Jan 30, 2020 class-incremental learning Class Incremental Learning
— Unverified Ternary Feature Masks: zero-forgetting for task-incremental learning Jan 23, 2020 Continual Learning Incremental Learning
— Unverified Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Jan 23, 2020 Direct Transfer Person Re-identification Domain Adaptation
Code Code Available Active and Incremental Learning with Weak Supervision Jan 20, 2020 Active Learning Incremental Learning
— Unverified ScaIL: Classifier Weights Scaling for Class Incremental Learning Jan 16, 2020 AI Agent class-incremental learning
— Unverified Efficient Decremental Learning Algorithms for Broad Learning System Dec 31, 2019 Incremental Learning
— Unverified Side-Tuning: A Baseline for Network Adaptation via Additive Side Networks Dec 31, 2019 Imitation Learning Incremental Learning
Code Code Available DeGAN : Data-Enriching GAN for Retrieving Representative Samples from a Trained Classifier Dec 27, 2019 Data-free Knowledge Distillation Incremental Learning
— Unverified Broad Learning System Based on Maximum Correntropy Criterion Dec 24, 2019 General Classification Incremental Learning
— Unverified RPGAN: GANs Interpretability via Random Routing Dec 23, 2019 Generative Adversarial Network Image Generation
Code Code Available Deep Autoencoders with Value-at-Risk Thresholding for Unsupervised Anomaly Detection Dec 9, 2019 Anomaly Detection Incremental Learning
— Unverified Random Path Selection for Continual Learning Dec 1, 2019 Continual Learning Incremental Learning
Code Code Available Reconciling λ-Returns with Experience Replay Dec 1, 2019 Atari Games Deep Reinforcement Learning
Code Code Available Incremental Learning of Motion Primitives for Pedestrian Trajectory Prediction at Intersections Nov 21, 2019 Gaussian Processes Incremental Learning
— Unverified Efficient Hardware Implementation of Incremental Learning and Inference on Chip Nov 18, 2019 CPU Incremental Learning
— Unverified Maintaining Discrimination and Fairness in Class Incremental Learning Nov 16, 2019 class-incremental learning Class Incremental Learning
Code Code Available Knowledge Distillation for Incremental Learning in Semantic Segmentation Nov 8, 2019 image-classification Image Classification
— Unverified 