Gradient Localization Improves Lifelong Pretraining of Language Models Nov 7, 2024 Continual Learning World Knowledge
— Unverified Exploring the Stability Gap in Continual Learning: The Role of the Classification Head Nov 6, 2024 Attribute Continual Learning
Code Code Available Non-Stationary Learning of Neural Networks with Automatic Soft Parameter Reset Nov 6, 2024 Continual Learning Multi-Armed Bandits
— Unverified Out-of-Distribution Recovery with Object-Centric Keypoint Inverse Policy for Visuomotor Imitation Learning Nov 5, 2024 Continual Learning Imitation Learning
— Unverified Sparse Orthogonal Parameters Tuning for Continual Learning Nov 5, 2024 Continual Learning
— Unverified Continual Audio-Visual Sound Separation Nov 5, 2024 Continual Learning Semantic Similarity
Code Code Available One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering Nov 4, 2024 Continual Learning Question Answering
— Unverified FPPL: An Efficient and Non-IID Robust Federated Continual Learning Framework Nov 4, 2024 Continual Learning Contrastive Learning
Code Code Available Masked Autoencoders are Parameter-Efficient Federated Continual Learners Nov 4, 2024 Continual Learning Federated Learning
Code Code Available Vocal Sandbox: Continual Learning and Adaptation for Situated Human-Robot Collaboration Nov 4, 2024 Continual Learning
— Unverified Dual Low-Rank Adaptation for Continual Learning with Pre-Trained Models Nov 1, 2024 Continual Learning parameter-efficient fine-tuning
— Unverified EXACFS -- A CIL Method to mitigate Catastrophic Forgetting Oct 31, 2024 class-incremental learning Class Incremental Learning
— Unverified EF-LLM: Energy Forecasting LLM with AI-assisted Automation, Enhanced Sparse Prediction, Hallucination Detection Oct 30, 2024 Continual Learning Hallucination
— Unverified NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentation Oct 30, 2024 Benchmarking Continual Learning
Code Code Available Adapting Diffusion Models for Improved Prompt Compliance and Controllable Image Synthesis Oct 29, 2024 Continual Learning Image Generation
Code Code Available Similarity-based context aware continual learning for spiking neural networks Oct 28, 2024 class-incremental learning Class Incremental Learning
— Unverified ImageNet-RIB Benchmark: Large Pre-Training Datasets Don't Guarantee Robustness after Fine-Tuning Oct 28, 2024 Continual Learning
— Unverified Plastic Learning with Deep Fourier Features Oct 27, 2024 class-incremental learning Class Incremental Learning
— Unverified Self-Normalized Resets for Plasticity in Continual Learning Oct 26, 2024 Continual Learning
— Unverified Prompting Continual Person Search Oct 25, 2024 Attribute Continual Learning
Code Code Available Improving Multimodal Large Language Models Using Continual Learning Oct 25, 2024 Continual Learning Natural Language Understanding
— Unverified Delta: A Cloud-assisted Data Enrichment Framework for On-Device Continual Learning Oct 24, 2024 Continual Learning
— Unverified Closed-form merging of parameter-efficient modules for Federated Continual Learning Oct 23, 2024 class-incremental learning Class Incremental Learning
— Unverified UnCLe: Unsupervised Continual Learning of Depth Completion Oct 23, 2024 Continual Learning Depth Completion
— Unverified Continual Learning on a Data Diet Oct 23, 2024 Continual Learning
Code Code Available Solving Continual Offline RL through Selective Weights Activation on Aligned Spaces Oct 21, 2024 Continual Learning Lifelong learning
— Unverified TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning Oct 21, 2024 class-incremental learning Class Incremental Learning
— Unverified Unsupervised Replay Strategies for Continual Learning with Limited Data Oct 21, 2024 Continual Learning
— Unverified Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling Oct 19, 2024 Continual Learning Retrieval
— Unverified Controllable Discovery of Intents: Incremental Deep Clustering Using Semi-Supervised Contrastive Learning Oct 18, 2024 Clustering Continual Learning
— Unverified Text-to-Image Representativity Fairness Evaluation Framework Oct 18, 2024 Continual Learning Fairness
— Unverified CLIMB: Language-Guided Continual Learning for Task Planning with Iterative Model Building Oct 17, 2024 Continual Learning Descriptive
— Unverified CFTS-GAN: Continual Few-Shot Teacher Student for Generative Adversarial Networks Oct 17, 2024 Continual Learning Diversity
— Unverified SeQuiFi: Mitigating Catastrophic Forgetting in Speech Emotion Recognition with Sequential Class-Finetuning Oct 16, 2024 Continual Learning Emotion Recognition
— Unverified ARIC: An Activity Recognition Dataset in Classroom Surveillance Images Oct 16, 2024 Activity Recognition Continual Learning
— Unverified From Lab to Pocket: A Novel Continual Learning-based Mobile Application for Screening COVID-19 Oct 16, 2024 Continual Learning
Code Code Available Towards Differentiable Multilevel Optimization: A Gradient-Based Approach Oct 15, 2024 Continual Learning
— Unverified ATLAS: Adapter-Based Multi-Modal Continual Learning with a Two-Stage Learning Strategy Oct 14, 2024 Continual Learning
Code Code Available Continual Learning Improves Zero-Shot Action Recognition Oct 14, 2024 Action Recognition Continual Learning
— Unverified Continual Learning with Neuromorphic Computing: Theories, Methods, and Applications Oct 11, 2024 Continual Learning
— Unverified Temporal-Difference Variational Continual Learning Oct 10, 2024 Continual Learning
Code Code Available Efficient Weight-Space Laplace-Gaussian Filtering and Smoothing for Sequential Deep Learning Oct 9, 2024 Bayesian Inference Continual Learning
— Unverified Continual Learning: Less Forgetting, More OOD Generalization via Adaptive Contrastive Replay Oct 9, 2024 Continual Learning Contrastive Learning
Code Code Available MIRACLE 3D: Memory-efficient Integrated Robust Approach for Continual Learning on Point Clouds via Shape Model construction Oct 8, 2024 3D Object Classification Continual Learning
— Unverified ModalPrompt:Dual-Modality Guided Prompt for Continual Learning of Large Multimodal Models Oct 8, 2024 Continual Learning Prompt Learning
— Unverified Does RoBERTa Perform Better than BERT in Continual Learning: An Attention Sink Perspective Oct 8, 2024 Continual Learning Diversity
Code Code Available Brain-inspired continual pre-trained learner via silent synaptic consolidation Oct 8, 2024 class-incremental learning Class Incremental Learning
— Unverified Low-Rank Continual Personalization of Diffusion Models Oct 7, 2024 Continual Learning
Code Code Available Leveraging Hierarchical Taxonomies in Prompt-based Continual Learning Oct 6, 2024 Continual Learning
Code Code Available Unsupervised Assessment of Landscape Shifts Based on Persistent Entropy and Topological Preservation Oct 5, 2024 Continual Learning Topological Data Analysis
— Unverified 