Towards Robust and Fair Vision Learning in Open-World Environments Dec 12, 2024 Continual Learning Domain Adaptation
— Unverified Continual Learning for Encoder-only Language Models via a Discrete Key-Value Bottleneck Dec 11, 2024 Continual Learning Natural Language Understanding
— Unverified CMT: A Memory Compression Method for Continual Knowledge Learning of Large Language Models Dec 10, 2024 Continual Learning
— Unverified Filling Memory Gaps: Enhancing Continual Semantic Parsing via SQL Syntax Variance-Guided LLMs without Real Data Replay Dec 10, 2024 Continual Learning Language Modeling
— Unverified Deep Lidar-guided Image Deblurring Dec 10, 2024 Continual Learning Deblurring
— Unverified LVP-CLIP:Revisiting CLIP for Continual Learning with Label Vector Pool Dec 8, 2024 Continual Learning Incremental Learning
— Unverified Decomposed Distribution Matching in Dataset Condensation Dec 6, 2024 Continual Learning Dataset Condensation
Code Code Available Directed Structural Adaptation to Overcome Statistical Conflicts and Enable Continual Learning Dec 5, 2024 Continual Learning
— Unverified A new Time-decay Radiomics Integrated Network (TRINet) for short-term breast cancer risk prediction Dec 4, 2024 Continual Learning Multiple Instance Learning
— Unverified Memory-efficient Continual Learning with Neural Collapse Contrastive Dec 3, 2024 Continual Learning Contrastive Learning
— Unverified Sustainable Self-evolution Adversarial Training Dec 3, 2024 Adversarial Defense Continual Learning
— Unverified Continual Learning of Personalized Generative Face Models with Experience Replay Dec 3, 2024 Continual Learning Face Model
— Unverified FCL-ViT: Task-Aware Attention Tuning for Continual Learning Dec 3, 2024 Continual Learning
— Unverified Optimizing Latent Goal by Learning from Trajectory Preference Dec 3, 2024 Continual Learning Instruction Following
— Unverified Deep evolving semi-supervised anomaly detection Dec 1, 2024 Anomaly Detection Continual Learning
— Unverified Learning Mamba as a Continual Learner Dec 1, 2024 Continual Learning Mamba
— Unverified Adaptive Rank, Reduced Forgetting: Knowledge Retention in Continual Learning Vision-Language Models with Dynamic Rank-Selective LoRA Dec 1, 2024 Continual Learning
— Unverified Incremental Multi-Scene Modeling via Continual Neural Graphics Primitives Nov 29, 2024 Continual Learning NeRF
— Unverified DESIRE: Dynamic Knowledge Consolidation for Rehearsal-Free Continual Learning Nov 28, 2024 Continual Learning parameter-efficient fine-tuning
— Unverified Federated Continual Graph Learning Nov 28, 2024 Continual Learning Graph Learning
Code Code Available Continual Learning in Machine Speech Chain Using Gradient Episodic Memory Nov 27, 2024 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Investigating Plausibility of Biologically Inspired Bayesian Learning in ANNs Nov 27, 2024 Bayesian Inference Continual Learning
— Unverified DECODE: Domain-aware Continual Domain Expansion for Motion Prediction Nov 26, 2024 Autonomous Driving Autonomous Vehicles
Code Code Available Modality-Incremental Learning with Disjoint Relevance Mapping Networks for Image-based Semantic Segmentation Nov 26, 2024 Autonomous Driving Continual Learning
— Unverified COBRA: A Continual Learning Approach to Vision-Brain Understanding Nov 25, 2024 Continual Learning
— Unverified Soft-TransFormers for Continual Learning Nov 25, 2024 class-incremental learning Class Incremental Learning
Code Code Available Learning New Concepts, Remembering the Old: A Novel Continual Learning Nov 25, 2024 Continual Learning Incremental Learning
— Unverified Continual Deep Reinforcement Learning with Task-Agnostic Policy Distillation Nov 25, 2024 Continual Learning Deep Reinforcement Learning
Code Code Available Distribution-aware Online Continual Learning for Urban Spatio-Temporal Forecasting Nov 24, 2024 Continual Learning Scheduling
— Unverified Mamba-CL: Optimizing Selective State Space Model in Null Space for Continual Learning Nov 23, 2024 Continual Learning Mamba
— Unverified CLFace: A Scalable and Resource-Efficient Continual Learning Framework for Lifelong Face Recognition Nov 21, 2024 Continual Learning Face Recognition
— Unverified Separable Mixture of Low-Rank Adaptation for Continual Visual Instruction Tuning Nov 21, 2024 Continual Learning Instruction Following
— Unverified Dealing with Synthetic Data Contamination in Online Continual Learning Nov 21, 2024 Continual Learning Image Generation
Code Code Available Revised Regularization for Efficient Continual Learning through Correlation-Based Parameter Update in Bayesian Neural Networks Nov 21, 2024 Continual Learning Transfer Learning
— Unverified Federated Continual Learning for Edge-AI: A Comprehensive Survey Nov 20, 2024 Continual Learning Edge-computing
— Unverified Leveraging Prior Experience: An Expandable Auxiliary Knowledge Base for Text-to-SQL Nov 20, 2024 Continual Learning In-Context Learning
Code Code Available Class-Incremental Learning for Sound Event Localization and Detection Nov 19, 2024 class-incremental learning Class Incremental Learning
— Unverified C^2INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention Nov 19, 2024 Autonomous Driving Continual Learning
— Unverified What Makes a Good Dataset for Knowledge Distillation? Nov 19, 2024 Continual Learning Knowledge Distillation
— Unverified Continual Task Learning through Adaptive Policy Self-Composition Nov 18, 2024 Continual Learning Offline RL
Code Code Available Reviving Dormant Memories: Investigating Catastrophic Forgetting in Language Models through Rationale-Guidance Difficulty Nov 18, 2024 Continual Learning
— Unverified FedCL-Ensemble Learning: A Framework of Federated Continual Learning with Ensemble Transfer Learning Enhanced for Alzheimer's MRI Classifications while Preserving Privacy Nov 15, 2024 Classification Continual Learning
— Unverified Continual Adversarial Reinforcement Learning (CARL) of False Data Injection detection: forgetting and explainability Nov 15, 2024 Continual Learning Reinforcement Learning (RL)
— Unverified FedRewind: Rewinding Continual Model Exchange for Decentralized Federated Learning Nov 14, 2024 Continual Learning Federated Learning
— Unverified Joint Diffusion models in Continual Learning Nov 12, 2024 Continual Learning Knowledge Distillation
— Unverified ODEStream: A Buffer-Free Online Learning Framework with ODE-based Adaptor for Streaming Time Series Forecasting Nov 11, 2024 Continual Learning Time Series
— Unverified Slowing Down Forgetting in Continual Learning Nov 11, 2024 Continual Learning Incremental Learning
— Unverified Multi-Stage Knowledge Integration of Vision-Language Models for Continual Learning Nov 11, 2024 Continual Learning
— Unverified SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models Nov 9, 2024 Continual Learning
Code Code Available Gradient Localization Improves Lifelong Pretraining of Language Models Nov 7, 2024 Continual Learning World Knowledge
— Unverified 