Attention-based Generative Latent Replay: A Continual Learning Approach for WSI Analysis May 13, 2025 Continual Learning Multiple Instance 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 Ranking-aware Continual Learning for LiDAR Place Recognition May 12, 2025 Autonomous Driving Continual Learning
— Unverified Adaptive, Robust and Scalable Bayesian Filtering for Online Learning May 12, 2025 Continual Learning Multi-Armed Bandits
— Unverified Prototype Augmented Hypernetworks for Continual Learning May 12, 2025 Continual Learning
— Unverified Replay-Based Continual Learning with Dual-Layered Distillation and a Streamlined U-Net for Efficient Text-to-Image Generation May 11, 2025 Continual Learning Image Generation
— Unverified CogniSNN: A First Exploration to Random Graph Architecture based Spiking Neural Networks with Enhanced Expandability and Neuroplasticity May 9, 2025 Continual Learning
— Unverified Elastic Weight Consolidation for Full-Parameter Continual Pre-Training of Gemma2 May 9, 2025 ARC Belebele
— Unverified Neuro-Symbolic Concepts May 9, 2025 Continual Learning Novel Concepts
— Unverified Replay to Remember (R2R): An Efficient Uncertainty-driven Unsupervised Continual Learning Framework Using Generative Replay May 7, 2025 Continual Learning
— Unverified Efficient Continual Learning in Keyword Spotting using Binary Neural Networks May 5, 2025 Continual Learning Keyword Spotting
— 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 SacFL: Self-Adaptive Federated Continual Learning for Resource-Constrained End Devices May 1, 2025 Continual Learning Contrastive Learning
Code Code Available 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 Action Flow Matching for Continual Robot Learning Apr 25, 2025 Continual Learning
Code Code Available 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 Bayesian Federated Learning for Continual Training Apr 21, 2025 Continual Learning Federated Learning
— Unverified Single-loop Algorithms for Stochastic Non-convex Optimization with Weakly-Convex Constraints Apr 21, 2025 Continual Learning Fairness
— 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 Bayesian continual learning and forgetting in neural networks Apr 18, 2025 Bayesian Inference Continual Learning
Code Code Available 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 Parameter-Efficient Continual Fine-Tuning: A Survey Apr 18, 2025 Continual Learning Lifelong learning
— Unverified 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 Adaptive Additive Parameter Updates of Vision Transformers for Few-Shot Continual Learning Apr 11, 2025 class-incremental learning Class Incremental Learning
— Unverified Proxy-Anchor and EVT-Driven Continual Learning Method for Generalized Category Discovery Apr 11, 2025 Continual Learning Knowledge Distillation
Code Code Available Diachronic and synchronic variation in the performance of adaptive machine learning systems: The ethical challenges Apr 11, 2025 Continual Learning
— Unverified Boosting-inspired online learning with transfer for railway maintenance Apr 11, 2025 Continual Learning Fault Diagnosis
— Unverified Explainability and Continual Learning meet Federated Learning at the Network Edge Apr 11, 2025 Continual Learning Edge-computing
— Unverified Enhancing knowledge retention for continual learning with domain-specific adapters and features gating Apr 11, 2025 Continual Learning parameter-efficient fine-tuning
— 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 LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation Apr 10, 2025 Code Generation Continual Learning
Code Code Available SEE: Continual Fine-tuning with Sequential Ensemble of Experts Apr 9, 2025 Continual Learning Multi-Task Learning
Code Code Available FM-LoRA: Factorized Low-Rank Meta-Prompting for Continual Learning Apr 9, 2025 class-incremental learning Class Incremental Learning
— Unverified Sculpting Subspaces: Constrained Full Fine-Tuning in LLMs for Continual Learning Apr 9, 2025 Continual Learning Decoder
Code Code Available Prototype-Based Continual Learning with Label-free Replay Buffer and Cluster Preservation Loss Apr 9, 2025 Continual Learning
— Unverified 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 TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining Apr 2, 2025 Continual Learning Continual Pretraining
Code Code Available Catastrophic Forgetting in LLMs: A Comparative Analysis Across Language Tasks Apr 1, 2025 CoLA Continual Learning
— Unverified 