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Continual Learning

1895 directly classified papers

Papers per year

Papers

Recasting Continual Learning as Sequence Modeling NIPS 2023
Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models NIPS 2023
Dynamically Masked Discriminator for GANs NIPS 2023
Overcoming Recency Bias of Normalization Statistics in Continual Learning: Balance and Adaptation NIPS 2023
NPCL: Neural Processes for Uncertainty-Aware Continual Learning NIPS 2023
Curriculum Learning for Graph Neural Networks: Which Edges Should We Learn First NIPS 2023
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks NIPS 2023
Enhancing Knowledge Transfer for Task Incremental Learning with Data-free Subnetwork NIPS 2023
TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion NIPS 2023
Rewiring Neurons in Non-Stationary Environments NIPS 2023
Learning to Modulate pre-trained Models in RL NIPS 2023
A Definition of Continual Reinforcement Learning NIPS 2023
Prediction and Control in Continual Reinforcement Learning NIPS 2023
COOM: A Game Benchmark for Continual Reinforcement Learning NIPS 2023
Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing NIPS 2023
Skill-it! A data-driven skills framework for understanding and training language models NIPS 2023
Augmenting Language Models with Long-Term Memory NIPS 2023
Augmented Memory Replay-based Continual Learning Approaches for Network Intrusion Detection NIPS 2023
Prompt-augmented Temporal Point Process for Streaming Event Sequence NIPS 2023
OneNet: Enhancing Time Series Forecasting Models under Concept Drift by Online Ensembling NIPS 2023
Lifelong Compression Mixture Model via Knowledge Relationship Graph AAAI 2023
Online Noisy Continual Relation Learning AAAI 2023
Overcoming Forgetting in Fine-Grained Urban Flow Inference via Adaptive Knowledge Replay AAAI 2023
LIMIP: Lifelong Learning to Solve Mixed Integer Programs AAAI 2023
Novel Motion Patterns Matter for Practical Skeleton-Based Action Recognition AAAI 2023