NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision Research
A shared goal of several machine learning communities like continual learning, meta-
learning and transfer learning, is to design algorithms and models that efficiently and
robustly adapt to unseen tasks. An even more ambitious goal is to build models that never
stop adapting, and that become increasingly more efficient through time by suitably
transferring the accrued knowledge. Beyond the study of the actual learning algorithm and
model architecture, there are several hurdles towards our quest to build such models, such …
learning and transfer learning, is to design algorithms and models that efficiently and
robustly adapt to unseen tasks. An even more ambitious goal is to build models that never
stop adapting, and that become increasingly more efficient through time by suitably
transferring the accrued knowledge. Beyond the study of the actual learning algorithm and
model architecture, there are several hurdles towards our quest to build such models, such …
Nevis' 22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision Research
A shared goal of several machine learning communities like continual learning, meta-
learning and transfer learning, is to design algorithms and models that efficiently and
robustly adapt to unseen tasks. An even more ambitious goal is to build models that never
stop adapting, and that become increasingly more efficient through time by suitably
transferring the accrued knowledge. Beyond the study of the actual learning algorithm and
model architecture, there are several hurdles towards our quest to build such models, such …
learning and transfer learning, is to design algorithms and models that efficiently and
robustly adapt to unseen tasks. An even more ambitious goal is to build models that never
stop adapting, and that become increasingly more efficient through time by suitably
transferring the accrued knowledge. Beyond the study of the actual learning algorithm and
model architecture, there are several hurdles towards our quest to build such models, such …
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