Continual Learning

Divide and Grow: Capturing Huge Diversity in Crowd Images With Incrementally Growing CNN CVPR 2018 Emergent Tangled Program Graphs in Multi-Task Learning IJCAI 2018 Fast Parametric Learning with Activation Memorization ICML 2018 FearNet: Brain-Inspired Model for Incremental Learning ICLR 2018 Generalisation in humans and deep neural networks NeurIPS 2018 Hierarchical and Interpretable Skill Acquisition in Multi-task Reinforcement Learning ICLR 2018 Hierarchical Subtask Discovery with Non-Negative Matrix Factorization ICLR 2018 HOUDINI: Lifelong Learning as Program Synthesis NeurIPS 2018 Killing Four Birds with Two Stones: Multi-Task Learning for Non-Literal Language Detection COLING 2018 Learning Portable Symbolic Representations IJCAI 2018 Life-Long Disentangled Representation Learning with Cross-Domain Latent Homologies NeurIPS 2018 Lifelong Inverse Reinforcement Learning NeurIPS 2018 Long short-term memory and Learning-to-learn in networks of spiking neurons NeurIPS 2018 Master-Slave Curriculum Design for Reinforcement Learning IJCAI 2018 Memory-based Parameter Adaptation ICLR 2018 Memory Replay GANs: Learning to Generate New Categories without Forgetting NeurIPS 2018 Minimax Curriculum Learning: Machine Teaching with Desirable Difficulties and Scheduled Diversity ICLR 2018 Mix & Match Agent Curricula for Reinforcement Learning ICML 2018 Modular Continual Learning in a Unified Visual Environment ICLR 2018 Online Incremental Learning for Speaker-Adaptive Language Models Interspeech 2018 Online Structured Laplace Approximations for Overcoming Catastrophic Forgetting NeurIPS 2018 Overcoming Catastrophic Forgetting with Hard Attention to the Task ICML 2018 Overcoming Catastrophic Interference using Conceptor-Aided Backpropagation ICLR 2018 PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning CVPR 2018 People, Penguins and Petri Dishes: Adapting Object Counting Models to New Visual Domains and Object Types Without Forgetting CVPR 2018