18 citations · 54 across the 8 of their papers we have counts for
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cs.LG2023
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual Learning
Pengyuan Lu, Michele Caprio, Eric Eaton +1
Like generic multi-task learning, continual learning has the nature of multi-objective optimization, and therefore faces a trade-off between the performance of different tasks. Tha…
cs.LG2023★ 17 cited
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems
Megan M. Baker, Alexander New, Mario Aguilar-Simon +44
Despite the advancement of machine learning techniques in recent years, state-of-the-art systems lack robustness to "real world" events, where the input distributions and tasks enc…