Search Results for author: Cong Yu

Found 22 papers, 9 papers with code

RFPose-OT: RF-Based 3D Human Pose Estimation via Optimal Transport Theory

no code implementations26 Dec 2022 Cong Yu, Dongheng Zhang, Zhi Wu, Zhi Lu, Chunyang Xie, Yang Hu, Yan Chen

Different from existing methods that predict human poses from RF signals on the signal level directly, we consider the structure difference between the RF signals and the human poses, propose to transform the RF signals to the pose domain on the feature level based on Optimal Transport (OT) theory, and generate human poses from the transformed features.

3D Human Pose Estimation

Scaling Multimodal Pre-Training via Cross-Modality Gradient Harmonization

no code implementations3 Nov 2022 Junru Wu, Yi Liang, Feng Han, Hassan Akbari, Zhangyang Wang, Cong Yu

For example, even in the commonly adopted instructional videos, a speaker can sometimes refer to something that is not visually present in the current frame; and the semantic misalignment would only be more unpredictable for the raw videos from the internet.

Contrastive Learning

All Birds with One Stone: Multi-task Text Classification for Efficient Inference with One Forward Pass

no code implementations22 May 2022 Jiaxin Huang, Tianqi Liu, Jialu Liu, Adam D. Lelkes, Cong Yu, Jiawei Han

Multi-Task Learning (MTL) models have shown their robustness, effectiveness, and efficiency for transferring learned knowledge across tasks.

Multi-Task Learning text-classification +1

Image Steganography based on Style Transfer

no code implementations9 Mar 2022 Donghui Hu, Yu Zhang, Cong Yu, Jian Wang, Yaofei Wang

Image steganography is the art and science of using images as cover for covert communications.

Image Steganography Image Stylization +1

RFMask: A Simple Baseline for Human Silhouette Segmentation with Radio Signals

no code implementations25 Jan 2022 Zhi Wu, Dongheng Zhang, Chunyang Xie, Cong Yu, Jinbo Chen, Yang Hu, Yan Chen

To overcome such limitations, in this paper, we propose to utilize the radio signals, which can traverse obstacles and are unaffected by the lighting conditions to achieve silhouette segmentation.

Human Detection Segmentation

RFGAN: RF-Based Human Synthesis

no code implementations7 Dec 2021 Cong Yu, Zhi Wu, Dongheng Zhang, Zhi Lu, Yang Hu, Yan Chen

To the best of our knowledge, this is the first work to generate optical images based on RF signals.

ReasonBERT: Pre-trained to Reason with Distant Supervision

1 code implementation EMNLP 2021 Xiang Deng, Yu Su, Alyssa Lees, You Wu, Cong Yu, Huan Sun

We present ReasonBert, a pre-training method that augments language models with the ability to reason over long-range relations and multiple, possibly hybrid contexts.

Extractive Question-Answering Question Answering +1

AgreeSum: Agreement-Oriented Multi-Document Summarization

no code implementations Findings (ACL) 2021 Richard Yuanzhe Pang, Adam D. Lelkes, Vinh Q. Tran, Cong Yu

Given the lack of existing datasets, we create a dataset for AgreeSum, and provide annotations on article-summary entailment relations for a subset of the clusters in the dataset.

Abstractive Text Summarization Document Summarization +1

NewsEmbed: Modeling News through Pre-trained Document Representations

no code implementations1 Jun 2021 Jialu Liu, Tianqi Liu, Cong Yu

Effectively modeling text-rich fresh content such as news articles at document-level is a challenging problem.

Contrastive Learning Multi-Label Classification +1

Quiz-Style Question Generation for News Stories

1 code implementation18 Feb 2021 Adam D. Lelkes, Vinh Q. Tran, Cong Yu

As a first step towards measuring news informedness at a scale, we study the problem of quiz-style multiple-choice question generation, which may be used to survey users about their knowledge of recent news.

Answer Generation Distractor Generation +4

Inertial and gravity wave transmissions near radiative-convective boundaries

no code implementations1 Aug 2020 Tao Cai, Cong Yu, Xing Wei

Two configurations have been considered: waves propagate from the convective layer to the radiative stratified stable layer, or In this paper, we study inertial and gravity wave transmissions near radiative-convective boundaries on the {\it f}-plane.

Fluid Dynamics Solar and Stellar Astrophysics

TURL: Table Understanding through Representation Learning

1 code implementation26 Jun 2020 Xiang Deng, Huan Sun, Alyssa Lees, You Wu, Cong Yu

In this paper, we present TURL, a novel framework that introduces the pre-training/fine-tuning paradigm to relational Web tables.

Cell Entity Annotation Columns Property Annotation +3

A Generative Approach to Titling and Clustering Wikipedia Sections

no code implementations WS 2020 Anjalie Field, Sascha Rothe, Simon Baumgartner, Cong Yu, Abe Ittycheriah

We evaluate the performance of transformer encoders with various decoders for information organization through a new task: generation of section headings for Wikipedia articles.

Clustering

Generating Representative Headlines for News Stories

2 code implementations26 Jan 2020 Xiaotao Gu, Yuning Mao, Jiawei Han, Jialu Liu, Hongkun Yu, You Wu, Cong Yu, Daniel Finnie, Jiaqi Zhai, Nicholas Zukoski

In this work, we study the problem of generating representative headlines for news stories.

CLUENER2020: Fine-grained Named Entity Recognition Dataset and Benchmark for Chinese

3 code implementations13 Jan 2020 Liang Xu, Yu tong, Qianqian Dong, Yixuan Liao, Cong Yu, Yin Tian, Weitang Liu, Lu Li, Caiquan Liu, Xuanwei Zhang

In this paper, we introduce the NER dataset from CLUE organization (CLUENER2020), a well-defined fine-grained dataset for named entity recognition in Chinese.

Chinese Named Entity Recognition named-entity-recognition +2

Personalized Fashion Design

no code implementations ICCV 2019 Cong Yu, Yang Hu, Yan Chen, Bing Zeng

Fashion recommendation is the task of suggesting a fashion item that fits well with a given item.

Generating Titles for Web Tables

no code implementations30 Jun 2018 Braden Hancock, Hongrae Lee, Cong Yu

This is accomplished by extracting many text snippets that have potentially relevant information to the table, encoding them into an input sequence, and using both copy and generation mechanisms in the decoder to balance relevance and readability of the generated title.

Descriptive Text Generation

Investigating Rumor News Using Agreement-Aware Search

1 code implementation21 Feb 2018 Jingbo Shang, Tianhang Sun, Jiaming Shen, Xingbang Liu, Anja Gruenheid, Flip Korn, Adam Lelkes, Cong Yu, Jiawei Han

We build Maester based on the following two key observations: (1) relatedness can commonly be determined by keywords and entities occurring in both questions and articles, and (2) the level of agreement between the investigative question and the related news article can often be decided by a few key sentences.

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