Here is our new paper "A2T: Attend, Adapt and Transfer: Attentive Deep Architecture for Adaptive Transfer from Multiple Sources" - an attention mechanism based (Deep) Transfer Learning paradigm that learns to focus on appropriate experts relevant for the target task dynamic to the state space.