Search Results for author: Nikita Srivatsan

Found 7 papers, 2 papers with code

Unsupervised Lead Sheet Generation via Semantic Compression

1 code implementation16 Oct 2023 Zachary Novack, Nikita Srivatsan, Taylor Berg-Kirkpatrick, Julian McAuley

Lead sheets have become commonplace in generative music research, being used as an initial compressed representation for downstream tasks like multitrack music generation and automatic arrangement.

Music Compression Music Generation

Alt-Text with Context: Improving Accessibility for Images on Twitter

no code implementations24 May 2023 Nikita Srivatsan, Sofia Samaniego, Omar Florez, Taylor Berg-Kirkpatrick

In this work we present an approach for generating alternative text (or alt-text) descriptions for images shared on social media, specifically Twitter.

Descriptive Image Captioning +2

Scalable Font Reconstruction with Dual Latent Manifolds

no code implementations EMNLP 2021 Nikita Srivatsan, Si Wu, Jonathan T. Barron, Taylor Berg-Kirkpatrick

We propose a deep generative model that performs typography analysis and font reconstruction by learning disentangled manifolds of both font style and character shape.

Style Transfer

Neural Representation Learning for Scribal Hands of Linear B

no code implementations14 Jul 2021 Nikita Srivatsan, Jason Vega, Christina Skelton, Taylor Berg-Kirkpatrick

In this work, we present an investigation into the use of neural feature extraction in performing scribal hand analysis of the Linear B writing system.

Representation Learning

Modeling Online Discourse with Coupled Distributed Topics

no code implementations EMNLP 2018 Nikita Srivatsan, Zachary Wojtowicz, Taylor Berg-Kirkpatrick

In this paper, we propose a deep, globally normalized topic model that incorporates structural relationships connecting documents in socially generated corpora, such as online forums.

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