3 papers
cs.CL2021
Query-by-Example Keyword Spotting system using Multi-head Attention and Softtriple Loss
Jinmiao Huang, Waseem Gharbieh, Han Suk Shim +1
This paper proposes a neural network architecture for tackling the query-by-example user-defined keyword spotting task. A multi-head attention module is added on top of a multi-lay…
cs.LG2020
On the role of data in PAC-Bayes bounds
Gintare Karolina Dziugaite, Kyle Hsu, Waseem Gharbieh +2
The dominant term in PAC-Bayes bounds is often the Kullback--Leibler divergence between the posterior and prior. For so-called linear PAC-Bayes risk bounds based on the empirical r…
cs.CV2018
On the effectiveness of task granularity for transfer learning
Farzaneh Mahdisoltani, Guillaume Berger, Waseem Gharbieh +2
We describe a DNN for video classification and captioning, trained end-to-end, with shared features, to solve tasks at different levels of granularity, exploring the link between g…