Advancing continual lifelong learning in neural information retrieval: definition, dataset, framework, and empirical evaluation Aug 16, 2023 Continual Learning Data Augmentation
Code Code Available What Has Been Overlooked in Contrastive Source-Free Domain Adaptation: Leveraging Source-Informed Latent Augmentation within Neighborhood Context Dec 18, 2024 Continual Learning Contrastive Learning
Code Code Available Modality-Independent Brain Lesion Segmentation with Privacy-aware Continual Learning Mar 26, 2025 Continual Learning Knowledge Distillation
Code Code Available An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems May 25, 2022 Continual Learning Fine-Grained Image Classification
Code Code Available Batch Model Consolidation: A Multi-Task Model Consolidation Framework May 25, 2023 Continual Learning image-classification
Code Code Available A Retention-Centric Framework for Continual Learning with Guaranteed Model Developmental Safety Oct 4, 2024 Autonomous Driving Continual Learning
Code Code Available Model Fusion via Optimal Transport Oct 12, 2019 Continual Learning model
Code Code Available Direction Concentration Learning: Enhancing Congruency in Machine Learning Dec 17, 2019 BIG-bench Machine Learning Continual Learning
Code Code Available Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals Mar 22, 2022 Continual Learning
Code Code Available Dex: Incremental Learning for Complex Environments in Deep Reinforcement Learning Jun 19, 2017 Continual Learning Deep Reinforcement Learning
Code Code Available Replay-enhanced Continual Reinforcement Learning Nov 20, 2023 Continual Learning reinforcement-learning
Code Code Available Replay-free Online Continual Learning with Self-Supervised MultiPatches Feb 13, 2025 Continual Learning Self-Supervised Learning
Code Code Available Towards Cross-Domain Continual Learning Feb 19, 2024 Continual Learning
Code Code Available Mole Recruitment: Poisoning of Image Classifiers via Selective Batch Sampling Mar 30, 2023 Continual Learning Data Poisoning
Code Code Available U-TELL: Unsupervised Task Expert Lifelong Learning May 23, 2024 Clustering Continual Learning
Code Code Available Continual Adversarial Defense Dec 15, 2023 Adversarial Defense Continual Learning
Code Code Available Representations learnt by SGD and Adaptive learning rules: Conditions that vary sparsity and selectivity in neural networks Jan 25, 2022 Continual Learning
Code Code Available Towards Effective Authorship Attribution: Integrating Class-Incremental Learning Aug 12, 2024 Authorship Attribution class-incremental learning
Code Code Available MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning Sep 16, 2024 Continual Learning
Code Code Available Motion Planning Networks: Bridging the Gap Between Learning-based and Classical Motion Planners Jul 13, 2019 Continual Learning Motion Planning
Code Code Available Reproducibility Report: La-MAML: Look-ahead Meta Learning for Continual Learning Feb 11, 2021 Continual Learning Meta-Learning
Code Code Available Depthwise Convolution is All You Need for Learning Multiple Visual Domains Feb 3, 2019 All Continual Learning
Code Code Available Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges Nov 22, 2023 class-incremental learning Class Incremental Learning
Code Code Available ReReLRP - Remembering and Recognizing Tasks with LRP Feb 15, 2025 Continual Learning
Code Code Available Multiband VAE: Latent Space Alignment for Knowledge Consolidation in Continual Learning Jun 23, 2021 Continual Learning Disentanglement
Code Code Available TAG: Task-based Accumulated Gradients for Lifelong learning May 11, 2021 Continual Learning Lifelong learning
Code Code Available Demonstrating the Continual Learning Capabilities and Practical Application of Discrete-Time Active Inference Sep 30, 2024 Bayesian Inference Continual Learning
Code Code Available Multi-label Classification via Adaptive Resonance Theory-based Clustering Mar 2, 2021 Classification Clustering
Code Code Available Residual Continual Learning Feb 17, 2020 Continual Learning
Code Code Available An Empirical Analysis of Forgetting in Pre-trained Models with Incremental Low-Rank Updates May 28, 2024 Continual Learning
Code Code Available Resource-aware Elastic Swap Random Forest for Evolving Data Streams May 14, 2019 Continual Learning CPU
Code Code Available Dealing with Cross-Task Class Discrimination in Online Continual Learning May 24, 2023 class-incremental learning Class Incremental Learning
Code Code Available Multi-lingual agents through multi-headed neural networks Nov 22, 2021 Continual Learning Multi-agent Reinforcement Learning
Code Code Available A Brief Review of Hypernetworks in Deep Learning Jun 12, 2023 Causal Inference Continual Learning
Code Code Available DELTA: Decoupling Long-Tailed Online Continual Learning Apr 6, 2024 Continual Learning Contrastive Learning
Code Code Available Target Layer Regularization for Continual Learning Using Cramer-Wold Generator Nov 15, 2021 Continual Learning
Code Code Available Continual adaptation for efficient machine communication Nov 22, 2019 Continual Learning Language Modeling
Code Code Available AdaCL:Adaptive Continual Learning Mar 23, 2023 Bayesian Optimization class-incremental learning
Code Code Available Task Agnostic Continual Learning Using Online Variational Bayes Mar 27, 2018 Continual Learning
Code Code Available Task Agnostic Continual Learning Using Online Variational Bayes with Fixed-Point Updates Oct 1, 2020 Continual Learning
Code Code Available Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics Nov 25, 2021 Active Learning Age Estimation
Code Code Available Deep Reinforcement and InfoMax Learning Jun 12, 2020 Continual Learning
Code Code Available Decomposed Distribution Matching in Dataset Condensation Dec 6, 2024 Continual Learning Dataset Condensation
Code Code Available Natural continual learning: success is a journey, not (just) a destination Jun 15, 2021 Continual Learning
Code Code Available Navigating Memory Construction by Global Pseudo-Task Simulation for Continual Learning Oct 16, 2022 Combinatorial Optimization Continual Learning
Code Code Available 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 NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentation Oct 30, 2024 Benchmarking Continual Learning
Code Code Available Negotiated Representations for Machine Mearning Application Nov 19, 2023 Continual Learning Memorization
Code Code Available Negotiated Representations to Prevent Forgetting in Machine Learning Applications Nov 30, 2023 Continual Learning Image Classification
Code Code Available DECODE: Domain-aware Continual Domain Expansion for Motion Prediction Nov 26, 2024 Autonomous Driving Autonomous Vehicles
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