Lifelong Learning Algorithms and Frameworks

• Efficient Lifelong Learning (ELLA) Framework – efficient online multi-task learning for classification and regression (Eaton et al., University of Pennsylvania)

Testbeds and Evaluation

• DeepMind Lab – a 3D learning environment that provides a suite of challenging 3D navigation and puzzle-solving tasks for learning agents (Google DeepMind)
• OpenAI Gym – an open-source simple interface to a growing collection of reinforcement learning tasks