Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation Jun 3, 2022 Image Segmentation Incremental Learning
— Unverified Pre-training Synthetic Cross-lingual Decoder for Multilingual Samples Adaptation in E-Commerce Neural Machine Translation Jun 1, 2022 Decoder Incremental Learning
— Unverified Detecting Unknown DGAs without Context Information May 30, 2022 Attribute Binary Classification
— Unverified ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection May 30, 2022 class-incremental learning Class Incremental Learning
— Unverified Exploring the Open World Using Incremental Extreme Value Machines May 30, 2022 Class Incremental Learning Computational Efficiency
Code Code Available TAILOR: Teaching with Active and Incremental Learning for Object Registration May 24, 2022 Incremental Learning Object
— Unverified Self-distilled Knowledge Delegator for Exemplar-free Class Incremental Learning May 23, 2022 class-incremental learning Class Incremental Learning
— Unverified Rethinking Task-Incremental Learning Baselines May 23, 2022 Incremental Learning
— Unverified Incremental Learning with Differentiable Architecture and Forgetting Search May 19, 2022 Classification image-classification
— Unverified Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework May 19, 2022 class-incremental learning Class Incremental Learning
— Unverified Efficient Learning of Interpretable Classification Rules May 14, 2022 BIG-bench Machine Learning Classification
— Unverified Generalized Knowledge Distillation via Relationship Matching May 4, 2022 Few-Shot Learning Incremental Learning
Code Code Available Incremental Intent Detection for Medical Domain with Contrast Replay Networks May 1, 2022 Incremental Learning Intent Detection
— Unverified Few-Shot Class-Incremental Learning for Named Entity Recognition May 1, 2022 class-incremental learning Class Incremental Learning
— Unverified Weakly Supervised Word Segmentation for Computational Language Documentation May 1, 2022 Incremental Learning Segmentation
Code Code Available Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor Apr 28, 2022 class-incremental learning Class Incremental Learning
— Unverified Improving Feature Generalizability with Multitask Learning in Class Incremental Learning Apr 26, 2022 class-incremental learning Class Incremental Learning
— Unverified AU-NN: ANFIS Unit Neural Network Apr 21, 2022 Classification Incremental Learning
Code Code Available Towards Open-Set Object Detection and Discovery Apr 12, 2022 Incremental Learning Object
— Unverified Energy-Sensitive Trajectory Design and Restoration Areas Allocation for UAV-Enabled Grassland Restoration Apr 10, 2022 Combinatorial Optimization Incremental Learning
— Unverified Efficient tracking of team sport players with few game-specific annotations Apr 8, 2022 Incremental Learning
— Unverified General Incremental Learning with Domain-aware Categorical Representations Apr 8, 2022 class-incremental learning Class Incremental Learning
— Unverified Incremental Prototype Tuning for Class Incremental Learning Apr 7, 2022 class-incremental learning Class Incremental Learning
— Unverified CGC: Contrastive Graph Clustering for Community Detection and Tracking Apr 5, 2022 Clustering Community Detection
Code Code Available Revisiting a kNN-based Image Classification System with High-capacity Storage Apr 3, 2022 Classification Continual Learning
— Unverified On the Adaptation to Concept Drift for CTR Prediction Apr 1, 2022 Click-Through Rate Prediction Incremental Learning
— Unverified Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches Mar 28, 2022 class-incremental learning Class Incremental Learning
— Unverified Class-Incremental Learning for Action Recognition in Videos Mar 25, 2022 Action Recognition Action Recognition In Videos
— Unverified Tackling Online One-Class Incremental Learning by Removing Negative Contrasts Mar 24, 2022 class-incremental learning Class Incremental Learning
— Unverified A Closer Look at Knowledge Distillation with Features, Logits, and Gradients Mar 18, 2022 Incremental Learning Knowledge Distillation
— Unverified Deep Class Incremental Learning from Decentralized Data Mar 11, 2022 class-incremental learning Class Incremental Learning
Code Code Available Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Mar 11, 2022 Activity Recognition class-incremental learning
— Unverified A New Learning Paradigm for Stochastic Configuration Network: SCN+ Mar 11, 2022 Incremental Learning
— Unverified Dynamic Template Selection Through Change Detection for Adaptive Siamese Tracking Mar 7, 2022 Change Detection Incremental Learning
— Unverified Clustering and classification of low-dimensional data in explicit feature map domain: intraoperative pixel-wise diagnosis of adenocarcinoma of a colon in a liver Mar 7, 2022 Clustering Incremental Learning
— Unverified Learning Incrementally to Segment Multiple Organs in a CT Image Mar 4, 2022 Incremental Learning Organ Segmentation
— Unverified Dual Embodied-Symbolic Concept Representations for Deep Learning Mar 1, 2022 class-incremental learning Class Incremental Learning
— Unverified HCIL: Hierarchical Class Incremental Learning for Longline Fishing Visual Monitoring Feb 25, 2022 Classification class-incremental learning
— Unverified Multi-Teacher Knowledge Distillation for Incremental Implicitly-Refined Classification Feb 23, 2022 Classification Incremental Learning
— Unverified Diagnosing Batch Normalization in Class Incremental Learning Feb 16, 2022 class-incremental learning Class Incremental Learning
— Unverified Improved Aggregating and Accelerating Training Methods for Spatial Graph Neural Networks on Fraud Detection Feb 14, 2022 Fraud Detection Incremental Learning
— Unverified False Memory Formation in Continual Learners Through Imperceptible Backdoor Trigger Feb 9, 2022 Backdoor Attack Continual Learning
— Unverified Self-Paced Imbalance Rectification for Class Incremental Learning Feb 8, 2022 class-incremental learning Class Incremental Learning
— Unverified Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning Feb 5, 2022 class-incremental learning Class Incremental Learning
— Unverified A Comparative Study of Calibration Methods for Imbalanced Class Incremental Learning Feb 1, 2022 class-incremental learning Class Incremental Learning
— Unverified Rebalancing Batch Normalization for Exemplar-based Class-Incremental Learning Jan 29, 2022 class-incremental learning Class Incremental Learning
Code Code Available vCLIMB: A Novel Video Class Incremental Learning Benchmark Jan 23, 2022 class-incremental learning Class Incremental Learning
— Unverified Enabling Deep Learning on Edge Devices through Filter Pruning and Knowledge Transfer Jan 22, 2022 image-classification Image Classification
— Unverified Convolutional Cobweb: A Model of Incremental Learning from 2D Images Jan 18, 2022 Incremental Learning
— Unverified Task Formulation Matters When Learning Continuously: A Case Study in Visual Question Answering Jan 16, 2022 Continual Learning Incremental Learning
— Unverified 