Memorization and Knowledge Injection in Gated LLMs Apr 30, 2025 Continual Learning Memorization
Code Code Available Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Apr 25, 2025 class-incremental learning Class Incremental Learning
— Unverified QuantBench: Benchmarking AI Methods for Quantitative Investment Apr 24, 2025 Benchmarking Continual Learning
— Unverified Noise-Tolerant Coreset-Based Class Incremental Continual Learning Apr 23, 2025 class-incremental learning Class Incremental Learning
— Unverified Single-loop Algorithms for Stochastic Non-convex Optimization with Weakly-Convex Constraints Apr 21, 2025 Continual Learning Fairness
— Unverified Bayesian Federated Learning for Continual Training Apr 21, 2025 Continual Learning Federated Learning
— Unverified Semi-parametric Memory Consolidation: Towards Brain-like Deep Continual Learning Apr 20, 2025 class-incremental learning Class Incremental Learning
— Unverified Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Apr 20, 2025 Continual Learning Incremental Learning
— Unverified Parameter-Efficient Continual Fine-Tuning: A Survey Apr 18, 2025 Continual Learning Lifelong learning
— Unverified MEGA: Second-Order Gradient Alignment for Catastrophic Forgetting Mitigation in GFSCIL Apr 18, 2025 class-incremental learning Class Incremental Learning
— Unverified A mean teacher algorithm for unlearning of language models Apr 18, 2025 Continual Learning Language Modeling
Code Code Available LoRA-Based Continual Learning with Constraints on Critical Parameter Changes Apr 18, 2025 Continual Learning
Code Code Available Convergence and Implicit Bias of Gradient Descent on Continual Linear Classification Apr 17, 2025 Continual Learning Transfer Learning
— Unverified Continual Learning Strategies for 3D Engineering Regression Problems: A Benchmarking Study Apr 16, 2025 Benchmarking Continual Learning
Code Code Available Self-Controlled Dynamic Expansion Model for Continual Learning Apr 14, 2025 Continual Learning model
— Unverified Enhancing knowledge retention for continual learning with domain-specific adapters and features gating Apr 11, 2025 Continual Learning parameter-efficient fine-tuning
— Unverified Explainability and Continual Learning meet Federated Learning at the Network Edge Apr 11, 2025 Continual Learning Edge-computing
— Unverified Boosting-inspired online learning with transfer for railway maintenance Apr 11, 2025 Continual Learning Fault Diagnosis
— Unverified Proxy-Anchor and EVT-Driven Continual Learning Method for Generalized Category Discovery Apr 11, 2025 Continual Learning Knowledge Distillation
Code Code Available Adaptive Additive Parameter Updates of Vision Transformers for Few-Shot Continual Learning Apr 11, 2025 class-incremental learning Class Incremental Learning
— Unverified Diachronic and synchronic variation in the performance of adaptive machine learning systems: The ethical challenges Apr 11, 2025 Continual Learning
— Unverified LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution Apr 10, 2025 class-incremental learning Class Incremental Learning
Code Code Available Rethinking the Foundations for Continual Reinforcement Learning Apr 10, 2025 Continual Learning reinforcement-learning
— Unverified Prototype-Based Continual Learning with Label-free Replay Buffer and Cluster Preservation Loss Apr 9, 2025 Continual Learning
— Unverified FM-LoRA: Factorized Low-Rank Meta-Prompting for Continual Learning Apr 9, 2025 class-incremental learning Class Incremental Learning
— Unverified SEE: Continual Fine-tuning with Sequential Ensemble of Experts Apr 9, 2025 Continual Learning Multi-Task Learning
Code Code Available Meta-Continual Learning of Neural Fields Apr 8, 2025 Continual Learning Meta-Learning
— Unverified Better Rates for Random Task Orderings in Continual Linear Models Apr 6, 2025 Continual Learning
— Unverified Memory-Statistics Tradeoff in Continual Learning with Structural Regularization Apr 5, 2025 Continual Learning
— Unverified The Self-Learning Agent with a Progressive Neural Network Integrated Transformer Apr 3, 2025 Code Generation Continual Learning
— Unverified BECAME: BayEsian Continual Learning with Adaptive Model MErging Apr 3, 2025 Continual Learning model
— Unverified Energy Weighted Learning Progress Guided Interleaved Multi-Task Learning Apr 1, 2025 Continual Learning Multi-Task Learning
— Unverified Catastrophic Forgetting in LLMs: A Comparative Analysis Across Language Tasks Apr 1, 2025 CoLA Continual Learning
— Unverified Gradient-free Continual Learning Apr 1, 2025 Continual Learning
— Unverified Advances in Continual Graph Learning for Anti-Money Laundering Systems: A Comprehensive Review Mar 31, 2025 Continual Learning Graph Learning
Code Code Available MetaCLBench: Meta Continual Learning Benchmark on Resource-Constrained Edge Devices Mar 31, 2025 Continual Learning
— Unverified Pareto Continual Learning: Preference-Conditioned Learning and Adaption for Dynamic Stability-Plasticity Trade-off Mar 30, 2025 Continual Learning
Code Code Available VLM-C4L: Continual Core Dataset Learning with Corner Case Optimization via Vision-Language Models for Autonomous Driving Mar 29, 2025 Autonomous Driving Continual Learning
— Unverified Efficient Continual Learning through Frequency Decomposition and Integration Mar 28, 2025 Continual Learning
— Unverified A Proposal for Networks Capable of Continual Learning Mar 28, 2025 Continual Learning
— Unverified KAC: Kolmogorov-Arnold Classifier for Continual Learning Mar 27, 2025 Continual Learning Kolmogorov-Arnold Networks
Code Code Available Stochastic Engrams for Efficient Continual Learning with Binarized Neural Networks Mar 27, 2025 Computational Efficiency Continual 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 Ancestral Mamba: Enhancing Selective Discriminant Space Model with Online Visual Prototype Learning for Efficient and Robust Discriminant Approach Mar 26, 2025 Continual Learning Mamba
— Unverified Continual learning via probabilistic exchangeable sequence modelling Mar 26, 2025 class-incremental learning Class Incremental Learning
— Unverified Modality-Independent Brain Lesion Segmentation with Privacy-aware Continual Learning Mar 26, 2025 Continual Learning Knowledge Distillation
Code Code Available Experience Replay Addresses Loss of Plasticity in Continual Learning Mar 25, 2025 Continual Learning In-Context Learning
— Unverified Dynamic Allocation Hypernetwork with Adaptive Model Recalibration for Federated Continual Learning Mar 25, 2025 Continual Learning Federated Learning
Code Code Available Domain-incremental White Blood Cell Classification with Privacy-aware Continual Learning Mar 25, 2025 Continual Learning Privacy Preserving
— Unverified Continual Learning With Quasi-Newton Methods Mar 25, 2025 Continual Learning
— Unverified 