Fine-tuned Language Models are Continual Learners May 24, 2022 Continual Learning
Code Code Available lpSpikeCon: Enabling Low-Precision Spiking Neural Network Processing for Efficient Unsupervised Continual Learning on Autonomous Agents May 24, 2022 Continual Learning
— Unverified Thalamus: a brain-inspired algorithm for biologically-plausible continual learning and disentangled representations May 24, 2022 Continual Learning Transfer Learning
Code Code Available Enhancing Continual Learning with Global Prototypes: Counteracting Negative Representation Drift May 24, 2022 Continual Learning Language Modeling
— Unverified Towards a Defense Against Federated Backdoor Attacks Under Continuous Training May 24, 2022 Continual Learning Federated Learning
Code Code Available Cross-lingual Lifelong Learning May 23, 2022 Continual Learning Lifelong learning
Code Code Available Self-distilled Knowledge Delegator for Exemplar-free Class Incremental Learning May 23, 2022 class-incremental learning Class Incremental Learning
— Unverified KRNet: Towards Efficient Knowledge Replay May 23, 2022 Continual Learning Domain Adaptation
— Unverified Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation May 23, 2022 Continual Learning Continual Self-Supervised Learning
— Unverified Fine-Grained Visual Classification using Self Assessment Classifier May 21, 2022 Classification Continual Learning
Code Code Available Interpolating Compressed Parameter Subspaces May 19, 2022 Continual Learning
— Unverified EXPANSE: A Deep Continual / Progressive Learning System for Deep Transfer Learning May 19, 2022 Continual Learning Transfer Learning
Code Code Available How catastrophic can catastrophic forgetting be in linear regression? May 19, 2022 Continual Learning regression
— Unverified Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework May 19, 2022 class-incremental learning Class Incremental Learning
— Unverified Continual Pre-Training Mitigates Forgetting in Language and Vision May 19, 2022 Continual Learning Continual Pretraining
Code Code Available Maslow's Hammer for Catastrophic Forgetting: Node Re-Use vs Node Activation May 18, 2022 Continual Learning
Code Code Available Continual learning on 3D point clouds with random compressed rehearsal May 16, 2022 Continual Learning Visual Reasoning
— Unverified Learning Representations for New Sound Classes With Continual Self-Supervised Learning May 15, 2022 Continual Learning Continual Self-Supervised Learning
Code Code Available KASAM: Spline Additive Models for Function Approximation May 12, 2022 Additive models Continual Learning
Code Code Available A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials May 11, 2022 Continual Learning DeepFake Detection
Code Code Available Reducing Catastrophic Forgetting in Neural Networks via Gaussian Mixture Approximation May 10, 2022 Computational Efficiency Continual Learning
— Unverified ProQA: Structural Prompt-based Pre-training for Unified Question Answering May 9, 2022 Continual Learning Few-Shot Learning
Code Code Available Continual Object Detection via Prototypical Task Correlation Guided Gating Mechanism May 6, 2022 Continual Learning Diversity
Code Code Available On Continual Model Refinement in Out-of-Distribution Data Streams May 4, 2022 Benchmarking Continual Learning
— Unverified Simpler is Better: off-the-shelf Continual Learning Through Pretrained Backbones May 3, 2022 Continual Learning
Code Code Available Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples May 1, 2022 Continual Learning Continual Named Entity Recognition
— Unverified Resource-Eficient Continual Learning for Sensor-Based Human Activity Recognition Apr 30, 2022 Activity Recognition Continual Learning
— Unverified Continual Learning with Foundation Models: An Empirical Study of Latent Replay Apr 30, 2022 Benchmarking Continual Learning
Code Code Available Engineering flexible machine learning systems by traversing functionally-invariant paths Apr 30, 2022 Adversarial Robustness Continual Learning
Code Code Available TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models Apr 29, 2022 Continual Learning
Code Code Available Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor Apr 28, 2022 class-incremental learning Class Incremental Learning
— Unverified Executive Function: A Contrastive Value Policy for Resampling and Relabeling Perceptions via Hindsight Summarization? Apr 27, 2022 Continual Learning Few-Shot Learning
— Unverified Continual Learning for Peer-to-Peer Federated Learning: A Study on Automated Brain Metastasis Identification Apr 26, 2022 Continual Learning Federated Learning
— Unverified Theoretical Understanding of the Information Flow on Continual Learning Performance Apr 26, 2022 Continual Learning
— Unverified Multi-Head Distillation for Continual Unsupervised Domain Adaptation in Semantic Segmentation Apr 25, 2022 Continual Learning Domain Adaptation
Code Code Available ReLoop: A Self-Correction Continual Learning Loop for Recommender Systems Apr 24, 2022 Continual Learning Recommendation Systems
— Unverified GFCL: A GRU-based Federated Continual Learning Framework against Data Poisoning Attacks in IoV Apr 23, 2022 Anomaly Detection Continual Learning
— Unverified Memory Bounds for Continual Learning Apr 22, 2022 Continual Learning Lifelong learning
— Unverified Alleviating Representational Shift for Continual Fine-tuning Apr 22, 2022 Continual Learning
Code Code Available CNLL: A Semi-supervised Approach For Continual Noisy Label Learning Apr 21, 2022 Continual Learning
Code Code Available DeepCore: A Comprehensive Library for Coreset Selection in Deep Learning Apr 18, 2022 Active Learning Continual Learning
Code Code Available Continual Hippocampus Segmentation with Transformers Apr 17, 2022 Continual Learning Hippocampus
Code Code Available Efficient Bayesian Policy Reuse with a Scalable Observation Model in Deep Reinforcement Learning Apr 16, 2022 Continual Learning Deep Reinforcement Learning
— Unverified Where to Go for the Holidays: Towards Mixed-Type Dialogs for Clarification of User Goals Apr 15, 2022 Continual Learning
— Unverified The Impact of Cross-Lingual Adjustment of Contextual Word Representations on Zero-Shot Transfer Apr 13, 2022 Continual Learning Cross-Lingual Transfer
Code Code Available Generative Negative Replay for Continual Learning Apr 12, 2022 Continual Learning
— Unverified LifeLonger: A Benchmark for Continual Disease Classification Apr 12, 2022 Classification class-incremental learning
Code Code Available Out-Of-Distribution Detection In Unsupervised Continual Learning Apr 12, 2022 Continual Learning image-classification
— Unverified Continual Predictive Learning from Videos Apr 12, 2022 Continual Learning Prediction
Code Code Available Dynamic Dialogue Policy for Continual Reinforcement Learning Apr 12, 2022 Continual Learning reinforcement-learning
— Unverified 