Search Results for author: Hakan Inan

Found 10 papers, 3 papers with code

Attention or Convolution: Transformer Encoders in Audio Language Models for Inference Efficiency

no code implementations5 Nov 2023 Sungho Jeon, Ching-Feng Yeh, Hakan Inan, Wei-Ning Hsu, Rashi Rungta, Yashar Mehdad, Daniel Bikel

In this paper, we show that a simple self-supervised pre-trained audio model can achieve comparable inference efficiency to more complicated pre-trained models with speech transformer encoders.

Quantization

Structured Summarization: Unified Text Segmentation and Segment Labeling as a Generation Task

no code implementations28 Sep 2022 Hakan Inan, Rashi Rungta, Yashar Mehdad

In this work, we propose a single encoder-decoder neural network that can handle long documents and conversations, trained simultaneously for both segmentation and segment labeling using only standard supervision.

Segmentation Text Segmentation

Robust Estimation of Neural Signals in Calcium Imaging

no code implementations NeurIPS 2017 Hakan Inan, Murat A. Erdogdu, Mark Schnitzer

We use our proposed robust loss in a matrix factorization framework to extract the neurons and their temporal activity in calcium imaging datasets.

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