Rethinking Video Anomaly Detection - A Continual Learning Approach Jan 1, 2022 Anomaly Detection Continual Learning
— Unverified Relational Experience Replay: Continual Learning by Adaptively Tuning Task-wise Relationship Dec 31, 2021 Continual Learning Meta-Learning
— Unverified Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic Environments Dec 31, 2021 Continual Learning Deep Learning
Code Code Available Continually Learning Self-Supervised Representations with Projected Functional Regularization Dec 30, 2021 Continual Learning Incremental Learning
Code Code Available Overcoming Mode Collapse with Adaptive Multi Adversarial Training Dec 29, 2021 Continual Learning
Code Code Available Towards continual task learning in artificial neural networks: current approaches and insights from neuroscience Dec 28, 2021 Continual Learning Machine Translation
Code Code Available Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking Dec 28, 2021 Continual Learning Few-Shot Learning
Code Code Available Generative Kernel Continual learning Dec 26, 2021 Continual Learning
— Unverified Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data Dec 25, 2021 Anomaly Detection continual anomaly detection
Code Code Available Continual learning of longitudinal health records Dec 22, 2021 Continual Learning Incremental Learning
Code Code Available Continual Learning with Knowledge Transfer for Sentiment Classification Dec 18, 2021 Classification Continual Learning
Code Code Available Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks Dec 18, 2021 Continual Learning
Code Code Available LPC: A Logits and Parameter Calibration Framework on Continual Learning Dec 17, 2021 Continual Learning
— Unverified Continual Learning for Monolingual End-to-End Automatic Speech Recognition Dec 17, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available An Empirical Investigation of the Role of Pre-training in Lifelong Learning Dec 16, 2021 Continual Learning image-classification
Code Code Available On the Uncertain Single-View Depths in Colonoscopies Dec 16, 2021 Continual Learning Decision Making
— Unverified Learning to Prompt for Continual Learning Dec 16, 2021 class-incremental learning Class Incremental Learning
Code Code Available Assessing Human Interaction in Virtual Reality With Continually Learning Prediction Agents Based on Reinforcement Learning Algorithms: A Pilot Study Dec 14, 2021 Continual Learning Reinforcement Learning (RL)
— Unverified Continual Learning In Environments With Polynomial Mixing Times Dec 13, 2021 Atari Games Continual Learning
Code Code Available Ex-Model: Continual Learning from a Stream of Trained Models Dec 13, 2021 Continual Learning
Code Code Available Quantum Architecture Search via Continual Reinforcement Learning Dec 10, 2021 Continual Learning Deep Reinforcement Learning
— Unverified Concept Representation Learning with Contrastive Self-Supervised Learning Dec 10, 2021 class-incremental learning Class Incremental Learning
— Unverified Gradient-matching coresets for continual learning Dec 9, 2021 Continual Learning
— Unverified Provable Continual Learning via Sketched Jacobian Approximations Dec 9, 2021 Continual Learning
Code Code Available Self-Supervised Models are Continual Learners Dec 8, 2021 Continual Learning Representation Learning
Code Code Available CoMPS: Continual Meta Policy Search Dec 8, 2021 Continual Learning continuous-control
— Unverified Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks Dec 6, 2021 Continual Learning Sentiment Analysis
— Unverified Seeing Objects in dark with Continual Contrastive Learning Dec 6, 2021 Continual Learning Contrastive Learning
— Unverified CSG0: Continual Urban Scene Generation with Zero Forgetting Dec 6, 2021 Continual Learning Scene Generation
— Unverified Is Class-Incremental Enough for Continual Learning? Dec 6, 2021 Computational Efficiency Continual Learning
— Unverified CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks Dec 5, 2021 Classification Continual Learning
— Unverified Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Dec 5, 2021 Continual Learning Language Modeling
— Unverified Learning Curves for Continual Learning in Neural Networks: Self-Knowledge Transfer and Forgetting Dec 3, 2021 Continual Learning Transfer Learning
— Unverified Contrastive Continual Learning with Feature Propagation Dec 3, 2021 Continual Learning Representation Learning
— Unverified Lifelong Domain Adaptation via Consolidated Internal Distribution Dec 1, 2021 Continual Learning Domain Adaptation
— Unverified Generative vs. Discriminative: Rethinking The Meta-Continual Learning Dec 1, 2021 Continual Learning Meta-Learning
Code Code Available Mitigating Forgetting in Online Continual Learning with Neuron Calibration Dec 1, 2021 Continual Learning
— Unverified On Plasticity, Invariance, and Mutually Frozen Weights in Sequential Task Learning Dec 1, 2021 Continual Learning Transfer Learning
— Unverified BNS: Building Network Structures Dynamically for Continual Learning Dec 1, 2021 Continual Learning Transfer Learning
— Unverified Hierarchical Prototype Networks for Continual Graph Representation Learning Nov 30, 2021 Attribute Continual Learning
— Unverified Non-IID data and Continual Learning processes in Federated Learning: A long road ahead Nov 26, 2021 BIG-bench Machine Learning Continual Learning
— Unverified Latent Space based Memory Replay for Continual Learning in Artificial Neural Networks Nov 26, 2021 Continual Learning
— Unverified Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics Nov 25, 2021 Active Learning Age Estimation
Code Code Available Fixed Points in Cyber Space: Rethinking Optimal Evasion Attacks in the Age of AI-NIDS Nov 23, 2021 Continual Learning Multi-agent Reinforcement Learning
— Unverified Reviewing continual learning from the perspective of human-level intelligence Nov 23, 2021 Continual Learning
— Unverified Can Sequential Bayesian Inference Solve Continual Learning? Nov 22, 2021 Bayesian Inference Continual Learning
— Unverified DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Nov 22, 2021 Class Incremental Learning Continual Learning
Code Code Available Multi-lingual agents through multi-headed neural networks Nov 22, 2021 Continual Learning Multi-agent Reinforcement Learning
Code Code Available FFNB: Forgetting-Free Neural Blocks for Deep Continual Visual Learning Nov 22, 2021 Continual Learning Memorization
— Unverified Defeating Catastrophic Forgetting via Enhanced Orthogonal Weights Modification Nov 19, 2021 Continual Learning
— Unverified 