41 citations · 126 across the 31 of their papers we have counts for
3 papers · 1 filter
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…
Joint Dictionaries for Zero-Shot Learning
Soheil Kolouri, Mohammad Rostami, Yuri Owechko +1
A classic approach toward zero-shot learning (ZSL) is to map the input domain to a set of semantically meaningful attributes that could be used later on to classify unseen classes…
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…