SATHUR: Self Augmenting Task Hallucinal Unified Representation for Generalized Class Incremental Learning Aug 13, 2023 class-incremental learning Class Incremental Learning
— Unverified Enhancing Efficient Continual Learning with Dynamic Structure Development of Spiking Neural Networks Aug 9, 2023 class-incremental learning Class Incremental Learning
— Unverified NEOLAF, an LLM-powered neural-symbolic cognitive architecture Aug 8, 2023 Incremental Learning Math
— Unverified AdaER: An Adaptive Experience Replay Approach for Continual Lifelong Learning Aug 7, 2023 class-incremental learning Class Incremental Learning
— Unverified Nest-DGIL: Nesterov-optimized Deep Geometric Incremental Learning for CS Image Reconstruction Aug 6, 2023 Image Reconstruction Image Restoration
Code Code Available Class Incremental Learning with Self-Supervised Pre-Training and Prototype Learning Aug 4, 2023 class-incremental learning Class Incremental Learning
— Unverified Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning Aug 3, 2023 class-incremental learning Class Incremental Learning
Code Code Available CBCL-PR: A Cognitively Inspired Model for Class-Incremental Learning in Robotics Jul 31, 2023 AI Agent class-incremental learning
Code Code Available XLDA: Linear Discriminant Analysis for Scaling Continual Learning to Extreme Classification at the Edge Jul 21, 2023 class-incremental learning Class Incremental Learning
— Unverified MoP-CLIP: A Mixture of Prompt-Tuned CLIP Models for Domain Incremental Learning Jul 11, 2023 Incremental Learning
— Unverified CognitiveNet: Enriching Foundation Models with Emotions and Awareness Jul 9, 2023 Contrastive Learning Image Classification
— Unverified Federated Unlearning via Active Forgetting Jul 7, 2023 Federated Learning Incremental Learning
— Unverified Active Class Selection for Few-Shot Class-Incremental Learning Jul 5, 2023 class-incremental learning Class Incremental Learning
Code Code Available Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory Jul 2, 2023 class-incremental learning Class Incremental Learning
— Unverified Class-Incremental Learning using Diffusion Model for Distillation and Replay Jun 30, 2023 class-incremental learning Class Incremental Learning
— Unverified Incremental Learning on Food Instance Segmentation Jun 28, 2023 Incremental Learning Instance Segmentation
— Unverified FedET: A Communication-Efficient Federated Class-Incremental Learning Framework Based on Enhanced Transformer Jun 27, 2023 class-incremental learning Class Incremental Learning
— Unverified Class-Incremental Learning based on Label Generation Jun 22, 2023 class-incremental learning Class Incremental Learning
Code Code Available TADIL: Task-Agnostic Domain-Incremental Learning through Task-ID Inference using Transformer Nearest-Centroid Embeddings Jun 21, 2023 Continual Learning Incremental Learning
— Unverified Federated Self-Learning with Weak Supervision for Speech Recognition Jun 21, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Complementary Learning Subnetworks for Parameter-Efficient Class-Incremental Learning Jun 21, 2023 class-incremental learning Class Incremental Learning
— Unverified Knowledge Transfer-Driven Few-Shot Class-Incremental Learning Jun 19, 2023 class-incremental learning Class Incremental Learning
Code Code Available Multi-View Class Incremental Learning Jun 16, 2023 class-incremental learning Class Incremental Learning
— Unverified Transformers learn through gradual rank increase Jun 12, 2023 Incremental Learning
— Unverified Overcoming the Stability Gap in Continual Learning Jun 2, 2023 class-incremental learning Class Incremental Learning
— Unverified Teacher Agent: A Knowledge Distillation-Free Framework for Rehearsal-based Video Incremental Learning Jun 1, 2023 Incremental Learning Knowledge Distillation
Code Code Available Gradient descent in matrix factorization: Understanding large initialization May 30, 2023 Incremental Learning
— Unverified Sit Back and Relax: Learning to Drive Incrementally in All Weather Conditions May 30, 2023 All Autonomous Driving
Code Code Available Incremental Learning for Heterogeneous Structure Segmentation in Brain Tumor MRI May 30, 2023 Brain Tumor Segmentation Incremental Learning
— Unverified SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual Learning May 29, 2023 All class-incremental learning
Code Code Available Backdoor Attacks Against Incremental Learners: An Empirical Evaluation Study May 28, 2023 Adversarial Robustness Backdoor Attack
— Unverified Just a Glimpse: Rethinking Temporal Information for Video Continual Learning May 28, 2023 class-incremental learning Class Incremental Learning
— Unverified Balanced Supervised Contrastive Learning for Few-Shot Class-Incremental Learning May 26, 2023 class-incremental learning Class Incremental Learning
— Unverified Teamwork Is Not Always Good: An Empirical Study of Classifier Drift in Class-incremental Information Extraction May 26, 2023 class-incremental learning Class Incremental Learning
Code Code Available Condensed Prototype Replay for Class Incremental Learning May 25, 2023 class-incremental learning Class Incremental Learning
— Unverified Dealing with Cross-Task Class Discrimination in Online Continual Learning May 24, 2023 class-incremental learning Class Incremental Learning
Code Code Available Robust Sparse Mean Estimation via Incremental Learning May 24, 2023 Incremental Learning
Code Code Available Advancing Incremental Few-shot Semantic Segmentation via Semantic-guided Relation Alignment and Adaptation May 18, 2023 Few-Shot Semantic Segmentation Incremental Learning
— Unverified Autoencoder-based Anomaly Detection in Streaming Data with Incremental Learning and Concept Drift Adaptation May 15, 2023 Anomaly Detection Drift Detection
— Unverified Online Sequence Clustering Algorithm for Video Trajectory Analysis May 15, 2023 Clustering Incremental Learning
— Unverified SalienDet: A Saliency-based Feature Enhancement Algorithm for Object Detection for Autonomous Driving May 11, 2023 Autonomous Driving Autonomous Vehicles
Code Code Available SRIL: Selective Regularization for Class-Incremental Learning May 9, 2023 class-incremental learning Class Incremental Learning
— Unverified Active Continual Learning: On Balancing Knowledge Retention and Learnability May 6, 2023 Active Learning Continual Learning
— Unverified Retraining A Graph-based Recommender with Interests Disentanglement May 5, 2023 Disentanglement Incremental Learning
— Unverified Evolving Dictionary Representation for Few-shot Class-incremental Learning May 3, 2023 class-incremental learning Class Incremental Learning
— Unverified Causal Interventions-based Few-Shot Named Entity Recognition May 3, 2023 Few-Shot Learning few-shot-ner
— Unverified Structure Aware Incremental Learning with Personalized Imitation Weights for Recommender Systems May 2, 2023 Incremental Learning Knowledge Distillation
— Unverified Adversary Aware Continual Learning Apr 27, 2023 class-incremental learning Class Incremental Learning
— Unverified Incremental Generalized Category Discovery Apr 27, 2023 Fine-Grained Visual Categorization Incremental Learning
— Unverified A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition Apr 24, 2023 class-incremental learning Class Incremental Learning
Code Code Available 