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Blaise Agüera y Arcas

2 accepted papers

2021

Meta-Learning Bidirectional Update Rules

ICML 2021spotlight

In this paper, we introduce a new type of generalized neural network where neurons and synapses maintain multiple states. We show that classical gradient-based backpropagation in neural networks can be seen as a special case of a two-state network where one state is used for activations and another…

2021

UIBert: Learning Generic Multimodal Representations for UI Understanding

IJCAI 2021poster

To improve the accessibility of smart devices and to simplify their usage, building models which understand user interfaces (UIs) and assist users to complete their tasks is critical. However, unique challenges are proposed by UI-specific characteristics, such as how to effectively leverage multimod…