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02/28/2023
BrainBERT: Self-supervised representation learning for intracranial recordings
We create a reusable Transformer, BrainBERT, for intracranial recordings...
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12/13/2021
Continual Learning In Environments With Polynomial Mixing Times
The mixing time of the Markov chain induced by a policy limits performan...
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12/31/2019
On the Role of Weight Sharing During Deep Option Learning
The options framework is a popular approach for building temporally exte...
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11/03/2019
Posing Fair Generalization Tasks for Natural Language Inference
Deep learning models for semantics are generally evaluated using natural...
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04/29/2019
Routing Networks and the Challenges of Modular and Compositional Computation
Compositionality is a key strategy for addressing combinatorial complexi...
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10/30/2018
Stress-Testing Neural Models of Natural Language Inference with Multiply-Quantified Sentences
Standard evaluations of deep learning models for semantics using natural...
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10/29/2018
Learning to Learn without Forgetting By Maximizing Transfer and Minimizing Interference
Lack of performance when it comes to continual learning over non-station...
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10/05/2017