On the Effectiveness of Compact Biomedical Transformers Sep 7, 2022 Continual Learning Knowledge Distillation
Code Code Available The Role Of Biology In Deep Learning Sep 7, 2022 Continual Learning Deep Learning
— Unverified Continual Learning, Fast and Slow Sep 6, 2022 Continual Learning Hippocampus
Code Code Available Class-Incremental Learning via Knowledge Amalgamation Sep 5, 2022 class-incremental learning Class Incremental Learning
Code Code Available Scalable Adversarial Online Continual Learning Sep 4, 2022 Continual Learning Meta-Learning
Code Code Available Reinforced Continual Learning for Graphs Sep 4, 2022 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning for Steganalysis Sep 3, 2022 Continual Learning Steganalysis
— Unverified Incremental Online Learning Algorithms Comparison for Gesture and Visual Smart Sensors Sep 1, 2022 Continual Learning Gesture Recognition
— Unverified Beyond Supervised Continual Learning: a Review Aug 30, 2022 Continual Learning Incremental Learning
— Unverified Bayesian Continual Learning via Spiking Neural Networks Aug 29, 2022 Continual Learning Management
Code Code Available Expanding continual few-shot learning benchmarks to include recognition of specific instances Aug 26, 2022 continual few-shot learning Continual Learning
Code Code Available Symbolic Replay: Scene Graph as Prompt for Continual Learning on VQA Task Aug 24, 2022 Continual Learning Question Answering
Code Code Available A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Aug 20, 2022 class-incremental learning Class Incremental Learning
Code Code Available DLCFT: Deep Linear Continual Fine-Tuning for General Incremental Learning Aug 17, 2022 class-incremental learning Class Incremental Learning
— Unverified A Theory for Knowledge Transfer in Continual Learning Aug 14, 2022 Continual Learning Transfer Learning
— Unverified On the Limitations of Continual Learning for Malware Classification Aug 13, 2022 Continual Learning General Classification
Code Code Available ATLAS: Universal Function Approximator for Memory Retention Aug 10, 2022 Continual Learning
— Unverified Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aug 9, 2022 class-incremental learning Class Incremental Learning
Code Code Available Continual Reinforcement Learning with TELLA Aug 8, 2022 Continual Learning Lifelong learning
— Unverified A Multi-label Continual Learning Framework to Scale Deep Learning Approaches for Packaging Equipment Monitoring Aug 8, 2022 Classification class-incremental learning
— Unverified Continual Learning for Tumor Classification in Histopathology Images Aug 7, 2022 Classification Continual Learning
— Unverified BlenderBot 3: a deployed conversational agent that continually learns to responsibly engage Aug 5, 2022 Continual Learning
Code Code Available Task-agnostic Continual Hippocampus Segmentation for Smooth Population Shifts Aug 5, 2022 Continual Learning Hippocampus
— Unverified A Benchmark and Empirical Analysis for Replay Strategies in Continual Learning Aug 4, 2022 Continual Learning
— Unverified Centroids Matching: an efficient Continual Learning approach operating in the embedding space Aug 3, 2022 Continual Learning Incremental Learning
Code Code Available Ithaca365: Dataset and Driving Perception under Repeated and Challenging Weather Conditions Aug 1, 2022 3D Object Detection Anomaly Detection
— Unverified Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Jul 27, 2022 Adversarial Robustness Benchmarking
— Unverified S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Jul 26, 2022 Continual Learning Exemplar-Free
Code Code Available D3Former: Debiased Dual Distilled Transformer for Incremental Learning Jul 25, 2022 class-incremental learning Continual Learning
Code Code Available Lifelong Machine Learning of Functionally Compositional Structures Jul 25, 2022 BIG-bench Machine Learning Continual Learning
Code Code Available Balancing Stability and Plasticity through Advanced Null Space in Continual Learning Jul 25, 2022 Continual Learning
— Unverified Online Continual Learning with Contrastive Vision Transformer Jul 24, 2022 Continual Learning Contrastive Learning
— Unverified Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed Edges Jul 24, 2022 Continual Learning Federated Learning
Code Code Available AdaptCL: Adaptive Continual Learning for Tackling Heterogeneity in Sequential Datasets Jul 22, 2022 Continual Learning Transfer Learning
Code Code Available Discrete Key-Value Bottleneck Jul 22, 2022 class-incremental learning Class Incremental Learning
Code Code Available A Theoretical Framework for Inference and Learning in Predictive Coding Networks Jul 21, 2022 Continual Learning
Code Code Available Continual Variational Autoencoder Learning via Online Cooperative Memorization Jul 20, 2022 Continual Learning Diversity
Code Code Available Don't Stop Learning: Towards Continual Learning for the CLIP Model Jul 19, 2022 Continual Learning Image-text matching
— Unverified Incremental Task Learning with Incremental Rank Updates Jul 19, 2022 Continual Learning
Code Code Available ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale Jul 19, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Hardware-agnostic Computation for Large-scale Knowledge Graph Embeddings Jul 18, 2022 Continual Learning Graph Embedding
Code Code Available Federated Continual Learning through distillation in pervasive computing Jul 17, 2022 Activity Recognition Continual Learning
— Unverified How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition Jul 15, 2022 Continual Learning Lifelong learning
— Unverified Improving Task-free Continual Learning by Distributionally Robust Memory Evolution Jul 15, 2022 Continual Learning
Code Code Available Continual Learning For On-Device Environmental Sound Classification Jul 15, 2022 Classification Computational Efficiency
Code Code Available In-memory Realization of In-situ Few-shot Continual Learning with a Dynamically Evolving Explicit Memory Jul 14, 2022 Continual Learning
— Unverified CoSCL: Cooperation of Small Continual Learners is Stronger than a Big One Jul 13, 2022 Continual Learning Open-Ended Question Answering
Code Code Available Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach Jul 13, 2022 Continual Learning
Code Code Available D-CBRS: Accounting For Intra-Class Diversity in Continual Learning Jul 13, 2022 Continual Learning Diversity
— Unverified Contrastive Learning for Online Semi-Supervised General Continual Learning Jul 12, 2022 Continual Learning Contrastive Learning
Code Code Available 