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.

Decoder Segmentation +1

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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