A Unified Gradient-based Framework for Task-agnostic Continual Learning-Unlearning May 21, 2025 Continual Learning Incremental Learning
— Unverified Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing May 20, 2025 class-incremental learning Class Incremental Learning
— Unverified StPR: Spatiotemporal Preservation and Routing for Exemplar-Free Video Class-Incremental Learning May 20, 2025 class-incremental learning Class Incremental Learning
— Unverified Efficient Federated Class-Incremental Learning of Pre-Trained Models via Task-agnostic Low-rank Residual Adaptation May 18, 2025 class-incremental learning Class Incremental Learning
— Unverified AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting May 17, 2025 class-incremental learning Class Incremental Learning
— Unverified Foundation Time-Series AI Model for Realized Volatility Forecasting May 16, 2025 Incremental Learning Time Series
— Unverified Privacy-Aware Lifelong Learning May 16, 2025 image-classification Image Classification
Code Code Available Completely Weakly Supervised Class-Incremental Learning for Semantic Segmentation May 16, 2025 class-incremental learning Class Incremental Learning
— Unverified SEAL: Searching Expandable Architectures for Incremental Learning May 15, 2025 AutoML Capacity Estimation
— Unverified Preserving Plasticity in Continual Learning with Adaptive Linearity Injection May 14, 2025 class-incremental learning Class Incremental Learning
— Unverified GradMix: Gradient-based Selective Mixup for Robust Data Augmentation in Class-Incremental Learning May 13, 2025 class-incremental learning Class Incremental Learning
— Unverified Low-Complexity Inference in Continual Learning via Compressed Knowledge Transfer May 13, 2025 class-incremental learning Class Incremental Learning
— Unverified Beyond CLIP Generalization: Against Forward&Backward Forgetting Adapter for Continual Learning of Vision-Language Models May 12, 2025 Continual Learning Few-Shot Learning
— Unverified A Federated Random Forest Solution for Secure Distributed Machine Learning May 12, 2025 Federated Learning Incremental Learning
Code Code Available Autoencoder-Based Hybrid Replay for Class-Incremental Learning May 9, 2025 class-incremental learning Class Incremental Learning
— Unverified Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation May 4, 2025 class-incremental learning Class Incremental Learning
— Unverified A Framework for Elastic Adaptation of User Multiple Intents in Sequential Recommendation Apr 30, 2025 Incremental Learning Sequential Recommendation
— Unverified Feature Staleness Aware Incremental Learning for CTR Prediction Apr 29, 2025 Click-Through Rate Prediction Incremental Learning
Code Code Available SetKE: Knowledge Editing for Knowledge Elements Overlap Apr 29, 2025 Incremental Learning knowledge editing
— Unverified Capturing Aerodynamic Characteristics of ATTAS Aircraft with Evolving Intelligent System Apr 28, 2025 Incremental Learning
— Unverified LODAP: On-Device Incremental Learning Via Lightweight Operations and Data Pruning Apr 28, 2025 Incremental Learning
Code Code Available Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Apr 25, 2025 class-incremental learning Class Incremental Learning
— Unverified Noise-Tolerant Coreset-Based Class Incremental Continual Learning Apr 23, 2025 class-incremental learning Class Incremental Learning
— Unverified Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture Apr 21, 2025 Benchmarking class-incremental learning
— Unverified Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Apr 20, 2025 Continual Learning Incremental Learning
— Unverified No Imputation of Missing Values In Tabular Data Classification Using Incremental Learning Apr 20, 2025 Imputation Incremental Learning
— Unverified Semi-parametric Memory Consolidation: Towards Brain-like Deep Continual Learning Apr 20, 2025 class-incremental learning Class Incremental Learning
— Unverified Incremental Attractor Neural Network Modelling of the Lifespan Retrieval Curve Apr 20, 2025 Incremental Learning Retrieval
— Unverified Safety Monitoring for Learning-Enabled Cyber-Physical Systems in Out-of-Distribution Scenarios Apr 18, 2025 Conformal Prediction Incremental Learning
— Unverified MEGA: Second-Order Gradient Alignment for Catastrophic Forgetting Mitigation in GFSCIL Apr 18, 2025 class-incremental learning Class Incremental Learning
— Unverified Harmony: A Unified Framework for Modality Incremental Learning Apr 17, 2025 Incremental Learning
— Unverified GPS: Distilling Compact Memories via Grid-based Patch Sampling for Efficient Online Class-Incremental Learning Apr 14, 2025 class-incremental learning Class Incremental Learning
— Unverified Adaptive Additive Parameter Updates of Vision Transformers for Few-Shot Continual Learning Apr 11, 2025 class-incremental learning Class Incremental Learning
— Unverified CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning Apr 11, 2025 class-incremental learning Class Incremental Learning
Code Code Available LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution Apr 10, 2025 class-incremental learning Class Incremental Learning
Code Code Available FM-LoRA: Factorized Low-Rank Meta-Prompting for Continual Learning Apr 9, 2025 class-incremental learning Class Incremental Learning
— Unverified GOTHAM: Graph Class Incremental Learning Framework under Weak Supervision Apr 7, 2025 Attribute class-incremental learning
Code Code Available ProtoGuard-guided PROPEL: Class-Aware Prototype Enhancement and Progressive Labeling for Incremental 3D Point Cloud Segmentation Apr 2, 2025 class-incremental learning Class Incremental Learning
— Unverified SPF-Portrait: Towards Pure Portrait Customization with Semantic Pollution-Free Fine-tuning Apr 1, 2025 Contrastive Learning Incremental Learning
— Unverified Diffusion Meets Few-shot Class Incremental Learning Mar 30, 2025 class-incremental learning Class Incremental Learning
— Unverified T-CIL: Temperature Scaling using Adversarial Perturbation for Calibration in Class-Incremental Learning Mar 28, 2025 class-incremental learning Class Incremental Learning
— Unverified Learn by Reasoning: Analogical Weight Generation for Few-Shot Class-Incremental Learning Mar 27, 2025 class-incremental learning Class Incremental Learning
— Unverified IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting Mar 26, 2025 class-incremental learning Class Incremental Learning
Code Code Available Continual learning via probabilistic exchangeable sequence modelling Mar 26, 2025 class-incremental learning Class Incremental Learning
— Unverified Adaptive Weighted Parameter Fusion with CLIP for Class-Incremental Learning Mar 25, 2025 class-incremental learning Class Incremental Learning
— Unverified Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning Mar 24, 2025 class-incremental learning Class Incremental Learning
— Unverified Feature Calibration enhanced Parameter Synthesis for CLIP-based Class-incremental Learning Mar 24, 2025 class-incremental learning Class Incremental Learning
— Unverified DualCP: Rehearsal-Free Domain-Incremental Learning via Dual-Level Concept Prototype Mar 23, 2025 Incremental Learning
— Unverified UAS Visual Navigation in Large and Unseen Environments via a Meta Agent Mar 20, 2025 Incremental Learning Meta Reinforcement Learning
— Unverified Technical Report for the 5th CLVision Challenge at CVPR: Addressing the Class-Incremental with Repetition using Unlabeled Data -- 4th Place Solution Mar 19, 2025 class-incremental learning Class Incremental Learning
Code Code Available 