Realistic Continual Learning Approach using Pre-trained Models Apr 11, 2024 class-incremental learning Class Incremental Learning
— Unverified Calibration of Continual Learning Models Apr 11, 2024 Continual Learning
Code Code Available Continual Learning of Range-Dependent Transmission Loss for Underwater Acoustic using Conditional Convolutional Neural Net Apr 11, 2024 Continual Learning
— Unverified Sketch-Plan-Generalize: Learning and Planning with Neuro-Symbolic Programmatic Representations for Inductive Spatial Concepts Apr 11, 2024 Code Generation continual few-shot learning
— Unverified Remembering Transformer for Continual Learning Apr 11, 2024 Continual Learning Knowledge Distillation
— Unverified Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark Apr 10, 2024 class-incremental learning Class Incremental Learning
— Unverified Toward industrial use of continual learning : new metrics proposal for class incremental learning Apr 10, 2024 class-incremental learning Class Incremental Learning
— Unverified Hyperparameter Selection in Continual Learning Apr 9, 2024 Continual Learning
— Unverified On the Convergence of Continual Learning with Adaptive Methods Apr 8, 2024 Continual Learning image-classification
— Unverified Data Stream Sampling with Fuzzy Task Boundaries and Noisy Labels Apr 7, 2024 Continual Learning Fairness
Code Code Available F-MALLOC: Feed-forward Memory Allocation for Continual Learning in Neural Machine Translation Apr 7, 2024 Continual Learning Machine Translation
Code Code Available DELTA: Decoupling Long-Tailed Online Continual Learning Apr 6, 2024 Continual Learning Contrastive Learning
Code Code Available Continual Learning with Weight Interpolation Apr 5, 2024 Continual Learning
Code Code Available Embedding-Informed Adaptive Retrieval-Augmented Generation of Large Language Models Apr 4, 2024 Continual Learning Retrieval
— Unverified Continual Learning of Numerous Tasks from Long-tail Distributions Apr 3, 2024 Continual Learning
— Unverified Empowering Biomedical Discovery with AI Agents Apr 3, 2024 Continual Learning Navigate
— Unverified Continual Learning for Smart City: A Survey Apr 1, 2024 Continual Learning Federated Learning
— Unverified Rehearsal-Free Modular and Compositional Continual Learning for Language Models Mar 31, 2024 Continual Learning Transfer Learning
Code Code Available Continual Learning for Autonomous Robots: A Prototype-based Approach Mar 30, 2024 Continual Learning
— Unverified Convolutional Prompting meets Language Models for Continual Learning Mar 29, 2024 Continual Learning
— Unverified Selective Attention-based Modulation for Continual Learning Mar 29, 2024 Continual Learning Saliency Prediction
Code Code Available The Artificial Neural Twin -- Process Optimization and Continual Learning in Distributed Process Chains Mar 27, 2024 Continual Learning Model Predictive Control
— Unverified Branch-Tuning: Balancing Stability and Plasticity for Continual Self-Supervised Learning Mar 27, 2024 Continual Learning Continual Self-Supervised Learning
— Unverified Enhancing Generative Class Incremental Learning Performance with Model Forgetting Approach Mar 27, 2024 class-incremental learning Class Incremental Learning
— Unverified DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning Mar 26, 2024 class-incremental learning Class Incremental Learning
— Unverified One-Shot Domain Incremental Learning Mar 25, 2024 Continual Learning Incremental Learning
Code Code Available Enhancing Visual Continual Learning with Language-Guided Supervision Mar 24, 2024 class-incremental learning Class Incremental Learning
— Unverified Live and Learn: Continual Action Clustering with Incremental Views Mar 23, 2024 Clustering Continual Learning
— Unverified Continual Vision-and-Language Navigation Mar 22, 2024 Continual Learning Navigate
— Unverified Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature Richness Mar 22, 2024 class-incremental learning Class Incremental Learning
Code Code Available A Bag of Tricks for Few-Shot Class-Incremental Learning Mar 21, 2024 class-incremental learning Class Incremental Learning
— Unverified Predictive, scalable and interpretable knowledge tracing on structured domains Mar 19, 2024 Bayesian Inference Continual Learning
Code Code Available Unveiling the Anomalies in an Ever-Changing World: A Benchmark for Pixel-Level Anomaly Detection in Continual Learning Mar 19, 2024 Anomaly Detection Continual Learning
— Unverified Informed Spectral Normalized Gaussian Processes for Trajectory Prediction Mar 18, 2024 Autonomous Driving Continual Learning
— Unverified InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions Mar 18, 2024 Continual Learning Diversity
— Unverified PARMESAN: Parameter-Free Memory Search and Transduction for Dense Prediction Tasks Mar 18, 2024 Continual Learning Few-Shot Learning
— Unverified Semantic Prompting with Image-Token for Continual Learning Mar 18, 2024 Continual Learning
— Unverified Towards Robustness and Diversity: Continual Learning in Dialog Generation with Text-Mixup and Batch Nuclear-Norm Maximization Mar 16, 2024 Continual Learning Data Augmentation
— Unverified Function-space Parameterization of Neural Networks for Sequential Learning Mar 16, 2024 Continual Learning Gaussian Processes
Code Code Available Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Mar 16, 2024 Continual Learning Diversity
— Unverified Feature Aggregation with Latent Generative Replay for Federated Continual Learning of Socially Appropriate Robot Behaviours Mar 16, 2024 Continual Learning CPU
— Unverified Open Continual Feature Selection via Granular-Ball Knowledge Transfer Mar 15, 2024 Continual Learning feature selection
Code Code Available Regularization-Based Efficient Continual Learning in Deep State-Space Models Mar 15, 2024 Continual Learning State Space Models
— Unverified Hyperparameters in Continual Learning: A Reality Check Mar 14, 2024 class-incremental learning Class Incremental Learning
— Unverified Select and Distill: Selective Dual-Teacher Knowledge Transfer for Continual Learning on Vision-Language Models Mar 14, 2024 Continual Learning Knowledge Distillation
— Unverified Training Self-localization Models for Unseen Unfamiliar Places via Teacher-to-Student Data-Free Knowledge Transfer Mar 13, 2024 Continual Learning Image Retrieval
— Unverified Simple and Scalable Strategies to Continually Pre-train Large Language Models Mar 13, 2024 Continual Learning Language Modelling
— Unverified FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse Experts Mar 13, 2024 class-incremental learning Class Incremental Learning
Code Code Available Probabilistic Metaplasticity for Continual Learning with Memristors Mar 13, 2024 Continual Learning
— Unverified MergeOcc: Bridge the Domain Gap between Different LiDARs for Robust Occupancy Prediction Mar 13, 2024 Autonomous Vehicles Continual Learning
— Unverified 