Reinforced Continual Learning for Graphs Sep 4, 2022 class-incremental learning Class Incremental Learning
Code Code Available An Incremental Learning framework for Large-scale CTR Prediction Sep 1, 2022 Click-Through Rate Prediction Incremental Learning
— Unverified Incremental Learning in Diagonal Linear Networks Aug 31, 2022 Incremental Learning regression
— Unverified Beyond Supervised Continual Learning: a Review Aug 30, 2022 Continual Learning Incremental Learning
— Unverified Sustaining Fairness via Incremental Learning Aug 25, 2022 Fairness Incremental Learning
Code Code Available Knowledge-based and Data-driven Reasoning and Learning for Ad Hoc Teamwork Aug 24, 2022 Decision Making Incremental Learning
— Unverified Go ahead and do not forget: Modular lifelong learning from event-based data Aug 21, 2022 Incremental Learning Lifelong learning
Code Code Available A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Aug 20, 2022 class-incremental learning Class Incremental Learning
Code Code Available DLCFT: Deep Linear Continual Fine-Tuning for General Incremental Learning Aug 17, 2022 class-incremental learning Class Incremental Learning
— Unverified On the Limitations of Continual Learning for Malware Classification Aug 13, 2022 Continual Learning General Classification
Code Code Available Memorizing Complementation Network for Few-Shot Class-Incremental Learning Aug 11, 2022 class-incremental learning Class Incremental Learning
— Unverified Continual Machine Reading Comprehension via Uncertainty-aware Fixed Memory and Adversarial Domain Adaptation Aug 10, 2022 Domain Adaptation Incremental Learning
— Unverified Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aug 9, 2022 class-incremental learning Class Incremental Learning
Code Code Available A Multi-label Continual Learning Framework to Scale Deep Learning Approaches for Packaging Equipment Monitoring Aug 8, 2022 Classification class-incremental learning
— Unverified Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer Aug 7, 2022 class-incremental learning Class Incremental Learning
Code Code Available Centroids Matching: an efficient Continual Learning approach operating in the embedding space Aug 3, 2022 Continual Learning Incremental Learning
Code Code Available Few-Shot Class-Incremental Learning from an Open-Set Perspective Jul 30, 2022 class-incremental learning Class Incremental Learning
Code Code Available Conservative Generator, Progressive Discriminator: Coordination of Adversaries in Few-shot Incremental Image Synthesis Jul 29, 2022 Few-Shot Learning Image Generation
— Unverified Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning Jul 28, 2022 class-incremental learning Class Incremental Learning
— Unverified S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Jul 26, 2022 Continual Learning Exemplar-Free
Code Code Available D3Former: Debiased Dual Distilled Transformer for Incremental Learning Jul 25, 2022 class-incremental learning Continual Learning
Code Code Available Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed Edges Jul 24, 2022 Continual Learning Federated Learning
Code Code Available Discrete Key-Value Bottleneck Jul 22, 2022 class-incremental learning Class Incremental Learning
Code Code Available Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay Jul 22, 2022 class-incremental learning Class Incremental Learning
Code Code Available Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry Jul 20, 2022 class-incremental learning Class Incremental Learning
— Unverified ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale Jul 19, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Class-incremental Novel Class Discovery Jul 18, 2022 Incremental Learning Knowledge Distillation
Code Code Available E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network Jul 14, 2022 Incremental Learning
— Unverified PhishSim: Aiding Phishing Website Detection with a Feature-Free Tool Jul 13, 2022 Incremental Learning Phishing Website Detection
— Unverified Susceptibility of Continual Learning Against Adversarial Attacks Jul 11, 2022 class-incremental learning Class Incremental Learning
— Unverified Open-world Semantic Segmentation for LIDAR Point Clouds Jul 4, 2022 Autonomous Driving Incremental Learning
Code Code Available Memory-Based Label-Text Tuning for Few-Shot Class-Incremental Learning Jul 3, 2022 class-incremental learning Class Incremental Learning
— Unverified Few-shot incremental learning in the context of solar cell quality inspection Jul 1, 2022 Defect Detection Feature Engineering
— Unverified How trial-to-trial learning shapes mappings in the mental lexicon: Modelling Lexical Decision with Linear Discriminative Learning Jul 1, 2022 Additive models Incremental Learning
Code Code Available Multi-Granularity Regularized Re-Balancing for Class Incremental Learning Jun 30, 2022 class-incremental learning Class Incremental Learning
Code Code Available Supervised Deep Hashing for High-dimensional and Heterogeneous Case-based Reasoning Jun 29, 2022 Deep Hashing Incremental Learning
— Unverified Hebbian Continual Representation Learning Jun 28, 2022 BIG-bench Machine Learning class-incremental learning
— Unverified SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries Jun 28, 2022 class-incremental learning Class Incremental Learning
Code Code Available Class Impression for Data-free Incremental Learning Jun 26, 2022 class-incremental learning Class Incremental Learning
Code Code Available Rethinking Surgical Instrument Segmentation: A Background Image Can Be All You Need Jun 23, 2022 All Deep Learning
Code Code Available General Univariate Estimation-of-Distribution Algorithms Jun 22, 2022 Incremental Learning
— Unverified Demystifying the Base and Novel Performances for Few-shot Class-incremental Learning Jun 18, 2022 class-incremental learning Class Incremental Learning
— Unverified TKIL: Tangent Kernel Approach for Class Balanced Incremental Learning Jun 17, 2022 class-incremental learning Class Incremental Learning
— Unverified Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective Jun 16, 2022 class-incremental learning Class Incremental Learning
— Unverified Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning Jun 15, 2022 Adversarial Robustness class-incremental learning
Code Code Available 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 Exploring the Open World Using Incremental Extreme Value Machines May 30, 2022 Class Incremental Learning Computational Efficiency
Code Code Available 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 