Overcoming Recency Bias of Normalization Statistics in Continual Learning: Balance and Adaptation Oct 13, 2023 Continual Learning Split-CIFAR-10
Code Code Available Sub-network Discovery and Soft-masking for Continual Learning of Mixed Tasks Oct 13, 2023 Continual Learning Transfer Learning
— Unverified STELLA: Continual Audio-Video Pre-training with Spatio-Temporal Localized Alignment Oct 12, 2023 Continual Learning Representation Learning
— Unverified Reset It and Forget It: Relearning Last-Layer Weights Improves Continual and Transfer Learning Oct 12, 2023 Continual Learning Meta-Learning
— Unverified TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion Oct 12, 2023 Continual Learning
Code Code Available Continual Learning via Manifold Expansion Replay Oct 12, 2023 Continual Learning Management
— Unverified Diagnosing Catastrophe: Large parts of accuracy loss in continual learning can be accounted for by readout misalignment Oct 9, 2023 Continual Learning
— Unverified TAIL: Task-specific Adapters for Imitation Learning with Large Pretrained Models Oct 9, 2023 Continual Learning Decision Making
— Unverified Keep Moving: identifying task-relevant subspaces to maximise plasticity for newly learned tasks Oct 7, 2023 Continual Learning Diagnostic
Code Code Available Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing Oct 7, 2023 Continual Learning Data Augmentation
— Unverified EdgeFD: An Edge-Friendly Drift-Aware Fault Diagnosis System for Industrial IoT Oct 7, 2023 Continual Learning Drift Detection
— Unverified Saliency-Guided Hidden Associative Replay for Continual Learning Oct 6, 2023 Continual Learning Retrieval
Code Code Available Hadamard Domain Training with Integers for Class Incremental Quantized Learning Oct 5, 2023 Activity Recognition class-incremental learning
— Unverified Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization Oct 5, 2023 class-incremental learning Class Incremental Learning
— Unverified IBCL: Zero-shot Model Generation for Task Trade-offs in Continual Learning Oct 4, 2023 Continual Learning image-classification
Code Code Available COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking Oct 4, 2023 class-incremental learning Class Incremental Learning
Code Code Available Chunking: Continual Learning is not just about Distribution Shift Oct 3, 2023 Chunking Continual Learning
Code Code Available MUSCLE: Multi-task Self-supervised Continual Learning to Pre-train Deep Models for X-ray Images of Multiple Body Parts Oct 3, 2023 Continual Learning Representation Learning
— Unverified Adaptive Visual Scene Understanding: Incremental Scene Graph Generation Oct 2, 2023 Benchmarking Continual Learning
Code Code Available Elephant Neural Networks: Born to Be a Continual Learner Oct 2, 2023 class-incremental learning Class Incremental Learning
— Unverified Towards guarantees for parameter isolation in continual learning Oct 2, 2023 Continual Learning
— Unverified All by Myself: Learning Individualized Competitive Behaviour with a Contrastive Reinforcement Learning optimization Oct 2, 2023 All Continual Learning
— Unverified On the Disconnect Between Theory and Practice of Neural Networks: Limits of the NTK Perspective Sep 29, 2023 Continual Learning Uncertainty Quantification
— Unverified A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter Collaboration Sep 29, 2023 Continual Learning Federated Learning
Code Code Available Towards a Unified Framework for Adaptable Problematic Content Detection via Continual Learning Sep 29, 2023 Continual Learning Diversity
Code Code Available HyperMask: Adaptive Hypernetwork-based Masks for Continual Learning Sep 29, 2023 Continual Learning
Code Code Available Primal Dual Continual Learning: Balancing Stability and Plasticity through Adaptive Memory Allocation Sep 29, 2023 Continual Learning Sensitivity
— Unverified E2Net: Resource-Efficient Continual Learning with Elastic Expansion Network Sep 28, 2023 Continual Learning Transfer Learning
Code Code Available Robust Internal Representations for Domain Generalization Sep 27, 2023 Continual Learning Domain Adaptation
— Unverified Memory-Efficient Continual Learning Object Segmentation for Long Video Sep 26, 2023 Continual Learning Object
— Unverified Revisiting Softmax Masking: Stop Gradient for Enhancing Stability in Replay-based Continual Learning Sep 26, 2023 Continual Learning Incremental Learning
— Unverified Clustering-based Domain-Incremental Learning Sep 21, 2023 Clustering Continual Learning
— Unverified Rewiring Neurons in Non-Stationary Environments Sep 21, 2023 Continual Learning reinforcement-learning
Code Code Available Create and Find Flatness: Building Flat Training Spaces in Advance for Continual Learning Sep 20, 2023 Continual Learning
Code Code Available RECALL+: Adversarial Web-based Replay for Continual Learning in Semantic Segmentation Sep 19, 2023 Continual Learning Incremental Learning
— Unverified Looking through the past: better knowledge retention for generative replay in continual learning Sep 18, 2023 Continual Learning
Code Code Available Self-Sustaining Multiple Access with Continual Deep Reinforcement Learning for Dynamic Metaverse Applications Sep 18, 2023 Continual Learning Deep Reinforcement Learning
— Unverified Adaptive Reorganization of Neural Pathways for Continual Learning with Spiking Neural Networks Sep 18, 2023 Continual Learning
— Unverified Analysis of the Memorization and Generalization Capabilities of AI Agents: Are Continual Learners Robust? Sep 18, 2023 AI Agent Autonomous Vehicles
— Unverified A Continual Learning Paradigm for Non-differentiable Visual Programming Frameworks on Visual Reasoning Tasks Sep 18, 2023 Continual Learning Visual Reasoning
— Unverified VERSE: Virtual-Gradient Aware Streaming Lifelong Learning with Anytime Inference Sep 15, 2023 AI Agent Continual Learning
— Unverified SHAPNN: Shapley Value Regularized Tabular Neural Network Sep 15, 2023 Continual Learning valid
— Unverified Continual Learning with Deep Streaming Regularized Discriminant Analysis Sep 15, 2023 Continual Learning Image Classification
Code Code Available Towards Robust Continual Learning with Bayesian Adaptive Moment Regularization Sep 15, 2023 Continual Learning Split-MNIST
— Unverified Enhancing Performance, Calibration Time and Efficiency in Brain-Machine Interfaces through Transfer Learning and Wearable EEG Technology Sep 14, 2023 Continual Learning EEG
— Unverified Semantic Parsing in Limited Resource Conditions Sep 14, 2023 Active Learning Continual Learning
— Unverified Continual Learning with Dirichlet Generative-based Rehearsal Sep 13, 2023 Continual Learning Incremental Learning
— Unverified Domain-Aware Augmentations for Unsupervised Online General Continual Learning Sep 13, 2023 Continual Learning Contrastive Learning
— Unverified Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning Sep 12, 2023 Continual Learning Exemplar-Free
Code Code Available Continual Robot Learning using Self-Supervised Task Inference Sep 10, 2023 Continual Learning Multi-Task Learning
— Unverified 