Navigating Out-of-Distribution Electricity Load Forecasting during COVID-19: Benchmarking energy load forecasting models without and with continual learning Sep 8, 2023 Benchmarking Continual Learning
Code Code Available UER: A Heuristic Bias Addressing Approach for Online Continual Learning Sep 8, 2023 Continual Learning
Code Code Available Privacy-preserving Continual Federated Clustering via Adaptive Resonance Theory Sep 7, 2023 Clustering Continual Learning
Code Code Available A Natural Gas Consumption Forecasting System for Continual Learning Scenarios based on Hoeffding Trees with Change Point Detection Mechanism Sep 7, 2023 Change Point Detection Continual Learning
Code Code Available Continual Cross-Dataset Adaptation in Road Surface Classification Sep 5, 2023 Autonomous Vehicles Classification
— Unverified On the Query Strategies for Efficient Online Active Distillation Sep 4, 2023 Active Learning Continual Learning
— Unverified Instant Continual Learning of Neural Radiance Fields Sep 4, 2023 3D Scene Reconstruction Continual Learning
— Unverified Federated Orthogonal Training: Mitigating Global Catastrophic Forgetting in Continual Federated Learning Sep 3, 2023 Continual Learning Federated Learning
— Unverified New metrics for analyzing continual learners Sep 1, 2023 Continual Learning
— Unverified Continual Learning From a Stream of APIs Aug 31, 2023 Continual Learning
— Unverified Introducing Language Guidance in Prompt-based Continual Learning Aug 30, 2023 Continual Learning
Code Code Available Continual Learning for Generative Retrieval over Dynamic Corpora Aug 29, 2023 Continual Learning Quantization
Code Code Available On-Device Learning with Binary Neural Networks Aug 29, 2023 Continual Learning Quantization
— Unverified CLNeRF: Continual Learning Meets NeRF Aug 28, 2023 Continual Learning NeRF
Code Code Available Online Continual Learning on Hierarchical Label Expansion Aug 28, 2023 Continual Learning
— Unverified Continual Learning with Dynamic Sparse Training: Exploring Algorithms for Effective Model Updates Aug 28, 2023 Continual Learning
Code Code Available Rethinking Exemplars for Continual Semantic Segmentation in Endoscopy Scenes: Entropy-based Mini-Batch Pseudo-Replay Aug 27, 2023 Continual Learning Continual Semantic Segmentation
— Unverified Universal Graph Continual Learning Aug 27, 2023 Continual Learning Graph Classification
— Unverified Fine-tuning can cripple your foundation model; preserving features may be the solution Aug 25, 2023 Continual Learning
Code Code Available GRASP: A Rehearsal Policy for Efficient Online Continual Learning Aug 25, 2023 class-incremental learning Class Incremental Learning
— Unverified A Continual Learning Approach for Cross-Domain White Blood Cell Classification Aug 24, 2023 Classification Continual Learning
— Unverified Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery Aug 23, 2023 class-incremental learning Class Incremental Learning
Code Code Available An Intentional Forgetting-Driven Self-Healing Method For Deep Reinforcement Learning Systems Aug 23, 2023 Continual Learning Deep Reinforcement Learning
Code Code Available Maintaining Plasticity in Continual Learning via Regenerative Regularization Aug 23, 2023 Continual Learning L2 Regularization
— Unverified Variational Density Propagation Continual Learning Aug 22, 2023 Bayesian Inference Continual Learning
— Unverified Exemplar-Free Continual Transformer with Convolutions Aug 22, 2023 Continual Learning Exemplar-Free
— Unverified Real World Time Series Benchmark Datasets with Distribution Shifts: Global Crude Oil Price and Volatility Aug 21, 2023 Continual Learning Time Series
— Unverified On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision Transformers Aug 18, 2023 Continual Learning Transfer Learning
Code Code Available A Fusion of Variational Distribution Priors and Saliency Map Replay for Continual 3D Reconstruction Aug 17, 2023 3D Reconstruction Continual Learning
— Unverified Challenges and Opportunities of Using Transformer-Based Multi-Task Learning in NLP Through ML Lifecycle: A Survey Aug 16, 2023 Continual Learning Multi-Task Learning
— Unverified Advancing continual lifelong learning in neural information retrieval: definition, dataset, framework, and empirical evaluation Aug 16, 2023 Continual Learning Data Augmentation
Code Code Available Graph Relation Aware Continual Learning Aug 16, 2023 Continual Learning Graph Embedding
— Unverified IOB: Integrating Optimization Transfer and Behavior Transfer for Multi-Policy Reuse Aug 14, 2023 Continual Learning Reinforcement Learning (RL)
— Unverified Ada-QPacknet -- adaptive pruning with bit width reduction as an efficient continual learning method without forgetting Aug 14, 2023 Continual Learning
— Unverified Complex Facial Expression Recognition Using Deep Knowledge Distillation of Basic Features Aug 11, 2023 Continual Learning Emotion Recognition
Code Code Available Continual Road-Scene Semantic Segmentation via Feature-Aligned Symmetric Multi-Modal Network Aug 9, 2023 Autonomous Driving Continual Learning
— Unverified Enhancing Efficient Continual Learning with Dynamic Structure Development of Spiking Neural Networks Aug 9, 2023 class-incremental learning Class Incremental Learning
— Unverified Improving Performance in Continual Learning Tasks using Bio-Inspired Architectures Aug 8, 2023 Continual Learning Split-CIFAR-10
— Unverified WIKITIDE: A Wikipedia-Based Timestamped Definition Pairs Dataset Aug 7, 2023 Continual Learning parameter-efficient fine-tuning
— Unverified Efficient Model Adaptation for Continual Learning at the Edge Aug 3, 2023 AutoML Continual Learning
— Unverified Improving Replay Sample Selection and Storage for Less Forgetting in Continual Learning Aug 3, 2023 Continual Learning
— Unverified Training Data Protection with Compositional Diffusion Models Aug 2, 2023 Continual Learning Image Generation
— Unverified Subspace Distillation for Continual Learning Jul 31, 2023 Continual Learning Knowledge Distillation
Code Code Available Continual Learning in Predictive Autoscaling Jul 29, 2023 Continual Learning Density Estimation
— Unverified Detecting Morphing Attacks via Continual Incremental Training Jul 27, 2023 Continual Learning
— Unverified Online Continual Learning in Keyword Spotting for Low-Resource Devices via Pooling High-Order Temporal Statistics Jul 24, 2023 Continual Learning Keyword Spotting
Code Code Available Revisiting Distillation for Continual Learning on Visual Question Localized-Answering in Robotic Surgery Jul 22, 2023 Continual Learning Scene Understanding
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 A Definition of Continual Reinforcement Learning Jul 20, 2023 Continual Learning reinforcement-learning
— Unverified Self-paced Weight Consolidation for Continual Learning Jul 20, 2023 Continual Learning
— Unverified 