Search Results for author: Yilin Yang

Found 15 papers, 4 papers with code

MSLM-S2ST: A Multitask Speech Language Model for Textless Speech-to-Speech Translation with Speaker Style Preservation

no code implementations19 Mar 2024 Yifan Peng, Ilia Kulikov, Yilin Yang, Sravya Popuri, Hui Lu, Changhan Wang, Hongyu Gong

There have been emerging research interest and advances in speech-to-speech translation (S2ST), translating utterances from one language to another.

Decoder Language Modelling +2

Differentially Private Neural Tangent Kernels for Privacy-Preserving Data Generation

no code implementations3 Mar 2023 Yilin Yang, Kamil Adamczewski, Danica J. Sutherland, Xiaoxiao Li, Mijung Park

Maximum mean discrepancy (MMD) is a particularly useful distance metric for differentially private data generation: when used with finite-dimensional features it allows us to summarize and privatize the data distribution once, which we can repeatedly use during generator training without further privacy loss.

Privacy Preserving

FeSAC: Federated Learning-Based Soft Actor-Critic Traffic Offloading in Space-Air-Ground Integrated Network

no code implementations5 Dec 2022 Fengxiao Tang, Yilin Yang, Xin Yao, Ming Zhao, Nei Kato

To further expand the resource pool of traffic offloading in SAGIN, we extend the single-layer satellite network into a double-layer satellite network composed of low-orbit satellites (LEO) and high-orbit satellites (GEO).

Fairness Federated Learning +2

Sentiment Analysis of Covid-related Reddits

no code implementations13 May 2022 Yilin Yang, Tomas Fieg, Marina Sokolova

This paper focuses on Sentiment Analysis of Covid-19 related messages from the r/Canada and r/Unitedkingdom subreddits of Reddit.

BIG-bench Machine Learning Sentiment Analysis +1

On the Sub-Layer Functionalities of Transformer Decoder

no code implementations Findings of the Association for Computational Linguistics 2020 Yilin Yang, Longyue Wang, Shuming Shi, Prasad Tadepalli, Stefan Lee, Zhaopeng Tu

There have been significant efforts to interpret the encoder of Transformer-based encoder-decoder architectures for neural machine translation (NMT); meanwhile, the decoder remains largely unexamined despite its critical role.

Decoder Machine Translation +2

Towards Frequency-Based Explanation for Robust CNN

1 code implementation6 May 2020 Zifan Wang, Yilin Yang, Ankit Shrivastava, Varun Rawal, Zihao Ding

We show that the vulnerability of the model against tiny distortions is a result of the model is relying on the high-frequency features, the target features of the adversarial (black and white-box) attackers, to make the prediction.

Software Engineering Practice in the Development of Deep Learning Applications

no code implementations8 Oct 2019 Xufan Zhang, Yilin Yang, Yang Feng, Zhenyu Chen

Specifically, we asked the respondents to identify lacks and challenges in the practice of the development life cycle of DL applications.

Software Engineering

Deep learning based mood tagging for Chinese song lyrics

no code implementations23 May 2019 Jie Wang, Yilin Yang

Nowadays, listening music has been and will always be an indispensable part of our daily life.

BIG-bench Machine Learning Information Retrieval +3

Ensemble Sequence Level Training for Multimodal MT: OSU-Baidu WMT18 Multimodal Machine Translation System Report

no code implementations WS 2018 Renjie Zheng, Yilin Yang, Mingbo Ma, Liang Huang

This paper describes multimodal machine translation systems developed jointly by Oregon State University and Baidu Research for WMT 2018 Shared Task on multimodal translation.

Decoder Multimodal Machine Translation +3

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