340 citations · 412 across the 16 of their papers we have counts for
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cs.LG2018★ 10 cited
Theoretical Guarantees of Transfer Learning
Zirui Wang
Transfer learning has been proven effective when within-target labeled data is scarce. A lot of works have developed successful algorithms and empirically observed positive transfe…
cs.LG2018★ 16 cited
Characterizing and Avoiding Negative Transfer
Zirui Wang, Zihang Dai, Barnabás Póczos +1
When labeled data is scarce for a specific target task, transfer learning often offers an effective solution by utilizing data from a related source task. However, when transferrin…
cs.LG2018★ 3 cited
Towards more Reliable Transfer Learning
Zirui Wang, Jaime Carbonell
Multi-source transfer learning has been proven effective when within-target labeled data is scarce. Previous work focuses primarily on exploiting domain similarities and assumes th…