Domain-Incremental Learning for Audio Classification Dec 23, 2024 Audio Classification Classification
— Unverified Generate to Discriminate: Expert Routing for Continual Learning Dec 22, 2024 Continual Learning Incremental Learning
— Unverified Video Domain Incremental Learning for Human Action Recognition in Home Environments Dec 22, 2024 Action Recognition class-incremental learning
— Unverified FairDD: Enhancing Fairness with domain-incremental learning in dermatological disease diagnosis Dec 21, 2024 Contrastive Learning Data Augmentation
— Unverified Long-Term Upper-Limb Prosthesis Myocontrol via High-Density sEMG and Incremental Learning Dec 20, 2024 Incremental Learning
Code Code Available Continual Learning Using a Kernel-Based Method Over Foundation Models Dec 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Representation Space Guided Inversion Dec 18, 2024 class-incremental learning Class Incremental Learning
— Unverified Toxicity Detection towards Adaptability to Changing Perturbations Dec 17, 2024 Continual Learning Incremental Learning
— Unverified Multi-View Incremental Learning with Structured Hebbian Plasticity for Enhanced Fusion Efficiency Dec 17, 2024 Incremental Learning MULTI-VIEW LEARNING
— Unverified CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning Dec 17, 2024 class-incremental learning Class Incremental Learning
— Unverified Adaptive Prototype Replay for Class Incremental Semantic Segmentation Dec 17, 2024 Class-Incremental Semantic Segmentation Incremental Learning
Code Code Available ALADE-SNN: Adaptive Logit Alignment in Dynamically Expandable Spiking Neural Networks for Class Incremental Learning Dec 17, 2024 class-incremental learning Class Incremental Learning
— Unverified Relation-Guided Adversarial Learning for Data-free Knowledge Transfer Dec 16, 2024 Data-free Knowledge Distillation Data Free Quantization
Code Code Available On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning Dec 15, 2024 class-incremental learning Class Incremental Learning
— Unverified SAM-IF: Leveraging SAM for Incremental Few-Shot Instance Segmentation Dec 15, 2024 Decoder Few-shot Instance Segmentation
— Unverified PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning Dec 14, 2024 class-incremental learning Class Incremental Learning
Code Code Available CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning Dec 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available Exemplar Masking for Multimodal Incremental Learning Dec 12, 2024 Data Augmentation Incremental Learning
Code Code Available MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning Dec 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available MVD: A Multi-Lingual Software Vulnerability Detection Framework Dec 9, 2024 Incremental Learning Vulnerability Detection
— Unverified Class Balance Matters to Active Class-Incremental Learning Dec 9, 2024 Active Learning class-incremental learning
Code Code Available LVP-CLIP:Revisiting CLIP for Continual Learning with Label Vector Pool Dec 8, 2024 Continual Learning Incremental Learning
— Unverified Neighborhood Commonality-aware Evolution Network for Continuous Generalized Category Discovery Dec 7, 2024 Contrastive Learning Incremental Learning
Code Code Available Privacy Drift: Evolving Privacy Concerns in Incremental Learning Dec 6, 2024 Federated Learning Incremental Learning
— Unverified DPGIIL: Dirichlet Process-Deep Generative Model-Integrated Incremental Learning for Clustering in Transmissibility-based Online Structural Anomaly Detection Dec 6, 2024 Anomaly Detection Bayesian Inference
— Unverified CA-MoE: Channel-Adapted MoE for Incremental Weather Forecasting Dec 3, 2024 Incremental Learning Weather Forecasting
— Unverified FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration Dec 2, 2024 Image Restoration Incremental Learning
Code Code Available Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Nov 27, 2024 Decision Making Deep Reinforcement Learning
— Unverified Integrating Dual Prototypes for Task-Wise Adaption in Pre-Trained Model-Based Class-Incremental Learning Nov 26, 2024 class-incremental learning Class Incremental Learning
— Unverified Modality-Incremental Learning with Disjoint Relevance Mapping Networks for Image-based Semantic Segmentation Nov 26, 2024 Autonomous Driving Continual Learning
— Unverified Reward Incremental Learning in Text-to-Image Generation Nov 26, 2024 Denoising Image Generation
— Unverified RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks Nov 25, 2024 Incremental Learning
Code Code Available Learning New Concepts, Remembering the Old: A Novel Continual Learning Nov 25, 2024 Continual Learning Incremental Learning
— Unverified Soft-TransFormers for Continual Learning Nov 25, 2024 class-incremental learning Class Incremental Learning
Code Code Available Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers Nov 22, 2024 Avg Deep Reinforcement Learning
Code Code Available Class-Incremental Learning for Sound Event Localization and Detection Nov 19, 2024 class-incremental learning Class Incremental Learning
— Unverified Label Sharing Incremental Learning Framework for Independent Multi-Label Segmentation Tasks Nov 17, 2024 Image Segmentation Incremental Learning
— Unverified Embedding Space Allocation with Angle-Norm Joint Classifiers for Few-Shot Class-Incremental Learning Nov 14, 2024 class-incremental learning Class Incremental Learning
— Unverified Deeper Insights into Learning Performance of Stochastic Configuration Networks Nov 13, 2024 Incremental Learning
— Unverified Interpretable Syntactic Representations Enable Hierarchical Word Vectors Nov 13, 2024 Incremental Learning
— Unverified UIFormer: A Unified Transformer-based Framework for Incremental Few-Shot Object Detection and Instance Segmentation Nov 13, 2024 Decoder Few-Shot Object Detection
— Unverified PCNet: a human pose compensation network based on incremental learning for sports actions estimation Nov 11, 2024 2D Human Pose Estimation Incremental Learning
— Unverified Inductive Graph Few-shot Class Incremental Learning Nov 11, 2024 class-incremental learning Class Incremental Learning
— Unverified An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning Nov 11, 2024 class-incremental learning Class Incremental Learning
Code Code Available Slowing Down Forgetting in Continual Learning Nov 11, 2024 Continual Learning Incremental Learning
— Unverified Reducing catastrophic forgetting of incremental learning in the absence of rehearsal memory with task-specific token Nov 6, 2024 Incremental Learning
— Unverified Personalized Continual EEG Decoding: Retaining and Transferring Knowledge Nov 4, 2024 Brain Computer Interface Domain Adaptation
— Unverified Not Just Object, But State: Compositional Incremental Learning without Forgetting Nov 4, 2024 Diversity Incremental Learning
Code Code Available SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models Nov 4, 2024 Continual Learning General Knowledge
Code Code Available Efficient Non-Exemplar Class-Incremental Learning with Retrospective Feature Synthesis Nov 3, 2024 class-incremental learning Class Incremental Learning
— Unverified 