持续学习

灾难性遗忘防护、增量学习、终身学习

共 48 篇论文，自动生成于 2026-05-13

论文列表

• "Adaptive Data Compression and Reconstruction for Memory-Bounded EEG Continual Learning" — arXiv:2605.03085
• "Attribution-Guided Continual Learning for Large Language Models" — arXiv:2605.05285
• "Beyond Point-wise Neural Collapse: A Topology-Aware Hierarchical Classifier for Class-Incremental Learning" — arXiv:"2605.11904"
• "CMKL: Modality-Aware Continual Learning for Evolving Biomedical Knowledge Graphs" — arXiv:2605.10510
• "Continual Learning of Feedback-based Molecular Communication" — arXiv:2605.01020
• "CRAFT: Forgetting-Aware Intervention-Based Adaptation for Continual Learning" — arXiv:2605.05732
• "Cross-Sample Relational Fusion: Unifying Domain Generalization and Class-Incremental Learning" — arXiv:2605.08839
• "Online Continual Learning with Dynamic Label Hierarchies" — arXiv:"2605.11742"
• "Differentiable Resistor Networks for Sequential Learning and Catastrophic Forgetting" — arXiv:2605.01383
• "DIMoE-Adapters: Dynamic Expert Evolution for Continual Learning in Vision-Language Models" — arXiv:2605.07494
• "A Domain Incremental Continual Learning Benchmark for ICU Time Series Model Transportability" — arXiv:2605.03832
• "Dynamic Distillation and Gradient Consistency for Robust Long-Tailed Incremental Learning" — arXiv:2605.03364
• Learning From Failures: Efficient Reinforcement Learning Control with Episodic Memory — arXiv:2603.07110
• "Fine-Tuning Regimes Define Distinct Continual Learning Problems" — arXiv:2604.21927
• "Forager: A Lightweight Testbed for Continual Learning with Partial Observability in RL" — arXiv:2605.01131
• "FreeMOCA: Memory-Free Continual Learning for Malicious Code Analysis" — arXiv:2605.09664
• "Cortex-Inspired Continual Learning: Unsupervised Instantiation and Recovery of Functional Task Networks" — arXiv:2604.24637
• "GR4CIL: Gap-compensated Routing for CLIP-based Class Incremental Learning" — arXiv:2604.17822
• "Hierarchical Dual-Subspace Decoupling for Continual Learning in Vision-Language Models" — arXiv:2605.07512
• "HEDP: A Hybrid Energy-Distance Prompt-based Framework for Domain Incremental Learning" — arXiv:2605.05776
• "HERCULES: Hardware-Efficient, Robust, Continual Learning Neural Architecture Search" — arXiv:2605.04103
• "ImageHD: Energy-Efficient On-Device Continual Learning of Visual Representations via Hyperdimensional Computing" — arXiv:2604.21280
• "KAN-CL: Per-Knot Importance Regularization for Continual Learning with Kolmogorov-Arnold Networks" — arXiv:"2605.12306"
• LIFE -- an energy efficient advanced continual learning agentic AI framework for frontier systems — arXiv:2604.12874
• "Lifecycle-Aware Federated Continual Learning in Mobile Autonomous Systems" — arXiv:2604.20745
• "Memory-Efficient Continual Learning with CLIP Models" — arXiv:2605.03866
• "When Modalities Remember: Continual Learning for Multimodal Knowledge Graphs" — arXiv:"2604.02778"
• "MPCS: Neuroplastic Continual Learning via Multi-Component Plasticity and Topology-Aware EWC" — arXiv:2605.02509
• "Muon-OGD: Muon-based Spectral Orthogonal Gradient Projection for LLM Continual Learning" — arXiv:2605.08949
• "NEXUS: Continual Learning of Symbolic Constraints for Safe and Robust Embodied Planning" — arXiv:2605.09387
• "NORACL: Neurogenesis for Oracle-free Resource-Adaptive Continual Learning" — arXiv:2604.27031
• "Predicting Plasticity in Deep Continual Learning: A Theoretical Perspective" — arXiv:"2605.09044"
• "PRISM: Exposing and Resolving Spurious Isolation in Federated Multimodal Continual Learning" — arXiv:2605.01061
• "Overcoming Catastrophic Forgetting in Visual Continual Learning with Reinforcement Fine-Tuning" — arXiv:2605.09640
• "Stop Marginalizing My Dreams: Model Inversion via Laplace Kernel for Continual Learning" — arXiv:"2605.11804"
• "Replay-Based Continual Learning for Physics-Informed Neural Operators" — arXiv:"2605.04832"
• "Revisiting Catastrophic Forgetting in Continual Knowledge Graph Embedding" — arXiv:2604.19401
• "Revitalizing the Beginning: Avoiding Storage Dependency for Model Merging in Continual Learning" — arXiv:"2605.08311"
• "Scene-Adaptive Continual Learning for CSI-based Human Activity Recognition with Mixture of Experts" — arXiv:2605.06447
• "Sharpness-Aware Pretraining Mitigates Catastrophic Forgetting" — arXiv:2605.02105
• "Skill Neologisms: Towards Skill-based Continual Learning" — arXiv:2605.04970
• "SkillLearnBench: Benchmarking Continual Learning Methods for Agent Skill Generation on Real-World Tasks" — arXiv:2604.20087
• "SR$^2$-LoRA: Self-Rectifying Inter-layer Relations in Low-Rank Adaptation for Class-Incremental Learning" — arXiv:2605.07420
• "When Does Structure Matter in Continual Learning? Dimensionality Controls When Modularity Shapes Representational Geometry" — arXiv:2604.27656
• "Temporal Memory for Resource-Constrained Agents: Continual Learning via Stochastic Compress-Add-Smooth" — arXiv:2604.00067
• "Temporal Taskification in Streaming Continual Learning: A Source of Evaluation Instability" — arXiv:2604.21930
• "When Continual Learning Moves to Memory: A Study of Experience Reuse in LLM Agents" — arXiv:2604.27003
• "XSkill: Continual Learning from Experience and Skills in Multimodal Agents" — arXiv:2603.12056