23 citations · 54 across the 19 of their papers we have counts for
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cs.LG2017
Using Task Descriptions in Lifelong Machine Learning for Improved Performance and Zero-Shot Transfer
David Isele, Mohammad Rostami, Eric Eaton
Knowledge transfer between tasks can improve the performance of learned models, but requires an accurate estimate of the inter-task relationships to identify the relevant knowledge…
cs.LG2017
Multi-Agent Distributed Lifelong Learning for Collective Knowledge Acquisition
Mohammad Rostami, Soheil Kolouri, Kyungnam Kim +1
Lifelong machine learning methods acquire knowledge over a series of consecutive tasks, continually building upon their experience. Current lifelong learning algorithms rely upon a…