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 TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion Oct 12, 2023 Continual Learning
Code Code Available Reset It and Forget It: Relearning Last-Layer Weights Improves Continual and Transfer Learning Oct 12, 2023 Continual Learning Meta-Learning
— Unverified Continual Learning via Manifold Expansion Replay Oct 12, 2023 Continual Learning Management
— Unverified STELLA: Continual Audio-Video Pre-training with Spatio-Temporal Localized Alignment Oct 12, 2023 Continual Learning Representation Learning
— Unverified Hierarchical Decomposition of Prompt-Based Continual Learning: Rethinking Obscured Sub-optimality Oct 11, 2023 Continual Learning
Code Code Available TRACE: A Comprehensive Benchmark for Continual Learning in Large Language Models Oct 10, 2023 Code Generation Continual Learning
Code Code Available InfoCL: Alleviating Catastrophic Forgetting in Continual Text Classification from An Information Theoretic Perspective Oct 10, 2023 Classification Continual Learning
Code Code Available 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 Prompt-augmented Temporal Point Process for Streaming Event Sequence Oct 8, 2023 Continual Learning Point Processes
Code Code Available Building an Open-Vocabulary Video CLIP Model with Better Architectures, Optimization and Data Oct 8, 2023 Action Recognition Continual Learning
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 Keep Moving: identifying task-relevant subspaces to maximise plasticity for newly learned tasks Oct 7, 2023 Continual Learning Diagnostic
Code Code Available 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 Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization Oct 5, 2023 class-incremental learning Class Incremental Learning
— Unverified Hadamard Domain Training with Integers for Class Incremental Quantized Learning Oct 5, 2023 Activity Recognition class-incremental learning
— Unverified COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking Oct 4, 2023 class-incremental learning Class Incremental Learning
Code Code Available IBCL: Zero-shot Model Generation for Task Trade-offs in Continual Learning Oct 4, 2023 Continual Learning image-classification
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 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 Elephant Neural Networks: Born to Be a Continual Learner Oct 2, 2023 class-incremental learning Class Incremental Learning
— Unverified DataDAM: Efficient Dataset Distillation with Attention Matching Sep 29, 2023 Continual Learning Dataset Distillation
Code Code Available On the Disconnect Between Theory and Practice of Neural Networks: Limits of the NTK Perspective Sep 29, 2023 Continual Learning Uncertainty Quantification
— Unverified Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modeling Sep 29, 2023 Action Assessment Action Quality Assessment
Code Code Available 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 Primal Dual Continual Learning: Balancing Stability and Plasticity through Adaptive Memory Allocation Sep 29, 2023 Continual Learning Sensitivity
— Unverified 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 SCALE: Synergized Collaboration of Asymmetric Language Translation Engines Sep 29, 2023 Continual Learning Translation
Code Code Available 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 ConPET: Continual Parameter-Efficient Tuning for Large Language Models Sep 26, 2023 Continual Learning
Code Code Available HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Sep 26, 2023 Continual Learning
Code Code Available Class Incremental Learning via Likelihood Ratio Based Task Prediction Sep 26, 2023 class-incremental learning Class Incremental Learning
Code Code Available Revisiting Softmax Masking: Stop Gradient for Enhancing Stability in Replay-based Continual Learning Sep 26, 2023 Continual Learning Incremental Learning
— Unverified FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning Sep 25, 2023 class-incremental learning Class Incremental Learning
Code Code Available Rewiring Neurons in Non-Stationary Environments Sep 21, 2023 Continual Learning reinforcement-learning
Code Code Available Clustering-based Domain-Incremental Learning Sep 21, 2023 Clustering Continual Learning
— Unverified 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 Self-Sustaining Multiple Access with Continual Deep Reinforcement Learning for Dynamic Metaverse Applications Sep 18, 2023 Continual Learning Deep Reinforcement Learning
— Unverified Analysis of the Memorization and Generalization Capabilities of AI Agents: Are Continual Learners Robust? Sep 18, 2023 AI Agent Autonomous Vehicles
— Unverified Looking through the past: better knowledge retention for generative replay in continual learning Sep 18, 2023 Continual Learning
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