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08/24/2023
Code Llama: Open Foundation Models for Code
We release Code Llama, a family of large language models for code based ...
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08/10/2023
EXPRESSO: A Benchmark and Analysis of Discrete Expressive Speech Resynthesis
Recent work has shown that it is possible to resynthesize high-quality s...
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06/08/2023
Simple and Controllable Music Generation
We tackle the task of conditional music generation. We introduce MusicGe...
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05/22/2023
AudioToken: Adaptation of Text-Conditioned Diffusion Models for Audio-to-Image Generation
In recent years, image generation has shown a great leap in performance,...
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05/22/2023
Textually Pretrained Speech Language Models
Speech language models (SpeechLMs) process and generate acoustic data on...
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05/21/2023
Layer Collaboration in the Forward-Forward Algorithm
Backpropagation, which uses the chain rule, is the de-facto standard alg...
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10/12/2022
On the Importance of Gradient Norm in PAC-Bayesian Bounds
Generalization bounds which assess the difference between the true risk ...
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09/30/2022
On The Robustness of Self-Supervised Representations for Spoken Language Modeling
Self-supervised representations have been extensively studied for discri...
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06/12/2022
A Functional Information Perspective on Model Interpretation
Contemporary predictive models are hard to interpret as their deep nets ...
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03/01/2022
Towards a Common Speech Analysis Engine
Recent innovations in self-supervised representation learning have led t...
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02/07/2022
Speech Emotion Recognition using Self-Supervised Features
Self-supervised pre-trained features have consistently delivered state-o...
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02/02/2022
Speaker Normalization for Self-supervised Speech Emotion Recognition
Large speech emotion recognition datasets are hard to obtain, and small ...
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12/09/2021
Latent Space Explanation by Intervention
The success of deep neural nets heavily relies on their ability to encod...
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10/27/2021
Perceptual Score: What Data Modalities Does Your Model Perceive?
Machine learning advances in the last decade have relied significantly o...
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06/08/2021
Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions
Deep learning algorithms have shown promising results in visual question...
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10/21/2020