Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay Jul 22, 2022 class-incremental learning Class Incremental Learning
Code Code Available Unsupervised Unlearning of Concept Drift with Autoencoders Nov 23, 2022 Drift Detection Incremental Learning
Code Code Available Reinforced Continual Learning for Graphs Sep 4, 2022 class-incremental learning Class Incremental Learning
Code Code Available Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning Aug 3, 2023 class-incremental learning Class Incremental Learning
Code Code Available ActiveHARNet: Towards On-Device Deep Bayesian Active Learning for Human Activity Recognition May 31, 2019 Active Learning Activity Recognition
Code Code Available Feature Staleness Aware Incremental Learning for CTR Prediction Apr 29, 2025 Click-Through Rate Prediction Incremental Learning
Code Code Available CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning Apr 11, 2025 class-incremental learning Class Incremental Learning
Code Code Available Multi-Site Class-Incremental Learning with Weighted Experts in Echocardiography Jul 31, 2024 class-incremental learning Class Incremental Learning
Code Code Available Multi-stream Fusion for Class Incremental Learning in Pill Image Classification Oct 5, 2022 Classification class-incremental learning
Code Code Available CLIMB-3D: Continual Learning for Imbalanced 3D Instance Segmentation Feb 24, 2025 3D Instance Segmentation Continual Learning
Code Code Available Remind of the Past: Incremental Learning with Analogical Prompts Mar 24, 2023 Incremental Learning
Code Code Available RepAn: Enhanced Annealing through Re-parameterization Jan 1, 2024 Incremental Learning
Code Code Available Class-Incremental Learning with Repetition Jan 26, 2023 class-incremental learning Class Incremental Learning
Code Code Available Class-incremental Learning with Rectified Feature-Graph Preservation Dec 15, 2020 class-incremental learning Class Incremental Learning
Code Code Available Feature Expansion and enhanced Compression for Class Incremental Learning May 13, 2024 class-incremental learning Class Incremental Learning
Code Code Available Fast Incremental SVDD Learning Algorithm with the Gaussian Kernel Sep 1, 2017 Incremental Learning Outlier Detection
Code Code Available Extending Pretrained Segmentation Networks with Additional Anatomical Structures Nov 12, 2018 class-incremental learning Class Incremental Learning
Code Code Available Backdoor Learning Curves: Explaining Backdoor Poisoning Beyond Influence Functions Jun 14, 2021 BIG-bench Machine Learning Incremental Learning
Code Code Available ExprGAN: Facial Expression Editing with Controllable Expression Intensity Sep 12, 2017 Data Augmentation Decoder
Code Code Available Neighborhood Commonality-aware Evolution Network for Continuous Generalized Category Discovery Dec 7, 2024 Contrastive Learning Incremental Learning
Code Code Available Class-incremental Learning with Pre-allocated Fixed Classifiers Oct 16, 2020 class-incremental learning Class Incremental Learning
Code Code Available Nest-DGIL: Nesterov-optimized Deep Geometric Incremental Learning for CS Image Reconstruction Aug 6, 2023 Image Reconstruction Image Restoration
Code Code Available Stochastic Gradient Trees Jan 23, 2019 Classification General Classification
Code Code Available Exploring the Open World Using Incremental Extreme Value Machines May 30, 2022 Class Incremental Learning Computational Efficiency
Code Code Available An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding Nov 15, 2022 class-incremental learning Class Incremental Learning
Code Code Available Expected Similarity Estimation for Large-Scale Batch and Streaming Anomaly Detection Jan 25, 2016 Anomaly Detection Incremental Learning
Code Code Available Exemplar Masking for Multimodal Incremental Learning Dec 12, 2024 Data Augmentation Incremental Learning
Code Code Available Towards Unsupervised Open World Semantic Segmentation Jan 4, 2022 Incremental Learning Segmentation
Code Code Available Neural Weight Search for Scalable Task Incremental Learning Nov 24, 2022 Incremental Learning
Code Code Available Rethinking Class-Incremental Learning from a Dynamic Imbalanced Learning Perspective May 24, 2024 class-incremental learning Class Incremental Learning
Code Code Available New Insights on Relieving Task-Recency Bias for Online Class Incremental Learning Feb 16, 2023 class-incremental learning Class Incremental Learning
Code Code Available Class Incremental Learning with Multi-Teacher Distillation Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Jan 5, 2022 class-incremental learning Class Incremental Learning
Code Code Available Unbiased and Efficient Self-Supervised Incremental Contrastive Learning Jan 28, 2023 Contrastive Learning Graph Representation Learning
Code Code Available Class-Incremental Learning via Knowledge Amalgamation Sep 5, 2022 class-incremental learning Class Incremental Learning
Code Code Available Class-incremental Learning via Deep Model Consolidation Mar 19, 2019 class-incremental learning Class Incremental Learning
Code Code Available EVCL: Elastic Variational Continual Learning with Weight Consolidation Jun 23, 2024 Continual Learning Incremental Learning
Code Code Available Evaluating the Efficacy of Instance Incremental vs. Batch Learning in Delayed Label Environments: An Empirical Study on Tabular Data Streaming for Fraud Detection Sep 16, 2024 Computational Efficiency Fraud Detection
Code Code Available ETGuard: Malicious Encrypted Traffic Detection in Blockchain-based Power Grid Systems Aug 20, 2024 Incremental Learning
Code Code Available Enhancing Deployment-Time Predictive Model Robustness for Code Analysis and Optimization Dec 31, 2024 CPU Incremental Learning
Code Code Available AU-NN: ANFIS Unit Neural Network Apr 21, 2022 Classification Incremental Learning
Code Code Available Reconciling λ-Returns with Experience Replay Oct 23, 2018 Atari Games Deep Reinforcement Learning
Code Code Available The Implicit Bias of Depth: How Incremental Learning Drives Generalization Sep 26, 2019 Binary Classification Incremental Learning
Code Code Available Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning Sep 11, 2024 class-incremental learning Class Incremental Learning
Code Code Available One-Shot Domain Incremental Learning Mar 25, 2024 Continual Learning Incremental Learning
Code Code Available StyleBank: An Explicit Representation for Neural Image Style Transfer Mar 27, 2017 Incremental Learning Style Transfer
Code Code Available On Generalizing Detection Models for Unconstrained Environments Sep 28, 2019 Incremental Learning Object
Code Code Available Enhancing Robustness in Incremental Learning with Adversarial Training Dec 6, 2023 Adversarial Robustness class-incremental learning
Code Code Available DYSON: Dynamic Feature Space Self-Organization for Online Task-Free Class Incremental Learning Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available Revisiting Distillation and Incremental Classifier Learning Jul 8, 2018 Incremental Learning Knowledge Distillation
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