No. 5: Lifelong Machine Learning
All Papers
Information-Theoretic Objective Functions for Lifelong Learning
PDFAutonomous Selection of Inter-Task Mappings in Transfer Learning (extended abstract)
PDFMulti-Engine Machine Translation as a Lifelong Machine Learning Problem
PDFAutomatic Abstraction in Reinforcement Learning Using Ant System Algorithm
PDFTowards Pareto Descent Directions in Sampling Experts for Multiple Tasks in an On-Line Learning Paradigm
PDFLifelong Learning of Structure in the Space of Policies
PDFLearning Sensorimotor Concepts Without Reinforcement
PDFScalable Lifelong Learning with Active Task Selection
PDFOnline Object Representation Learning and Its Application to Object Tracking
PDFThe Consolidation of Task Knowledge for Lifelong Machine Learning
PDFLifelong Machine Learning Systems: Beyond Learning Algorithms
PDFHashing for Lightweight Episodic Recall
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