no code implementations • 5 Dec 2024 • Huadong Pang, Li Zhou, Yiping Dong, Peiyuan Chen, Dian Gu, Tianyi Lyu, Hansong Zhang
Our research demonstrates a notable advancement in diabetes prediction over traditional methods, showcasing the effectiveness of our combined BiLSTM-CRF, XGBoost, and Logistic Regression model.
no code implementations • 3 Dec 2024 • Tianyi Lyu, Dian Gu, Peiyuan Chen, Yaoting Jiang, Zhenhong Zhang, Huadong Pang, Li Zhou, Yiping Dong
This study introduces a method for efficiently detecting objects within 3D point clouds using convolutional neural networks (CNNs).
no code implementations • 23 Nov 2024 • Xinqi Liu, Li Zhou, Zikun Zhou, Jianqiu Chen, Zhenyu He
Witnessing its success, we propose a Mamba-based vision-language tracking model to exploit its state space evolving ability in temporal space for robust multimodal tracking, dubbed MambaVLT.
no code implementations • 11 Nov 2024 • Shizhe Yuan, Li Zhou
To address these issues, we propose GTA-Net, an intelligent system for posture correction and real-time feedback in adolescent sports, integrated within an IoT-enabled environment.
no code implementations • 11 Nov 2024 • Xiaowei Tang, Bin Long, Li Zhou
This research focuses on real-time monitoring and analysis of track and field athletes, addressing the limitations of traditional monitoring systems in terms of real-time performance and accuracy.
no code implementations • 18 Oct 2024 • Zihao Cheng, Li Zhou, Feng Jiang, Benyou Wang, Haizhou Li
The rapid development of large language models (LLMs), like ChatGPT, has resulted in the widespread presence of LLM-generated content on social media platforms, raising concerns about misinformation, data biases, and privacy violations, which can undermine trust in online discourse.
1 code implementation • 2024 IEEE International Conference on Multimedia and Expo (ICME) 2024 • Gan Ziliang, Jin Lei, Nie Lei, Zheng Wang, Li Zhou, Li Liang, Wang Zhecan, Li Jianshu, Xing Junliang, Zhao Jian
For the task of temporal action segmentation, existing works commonly treat it as a frame-wise classification problem.
Ranked #1 on Action Segmentation on Assembly101
1 code implementation • 20 Sep 2024 • Li Zhou, Xu Yuan, Zenghui Sun, Zikun Zhou, Jingsong Lan
Observing the lack of a benchmark for model training and evaluation over the MGSC task, we establish a benchmark with aligned masks and captions in multi-granularity using our customized automated annotation pipeline.
no code implementations • 14 Sep 2024 • Wanlong Liu, Enqi Zhang, Li Zhou, Dingyi Zeng, Shaohuan Cheng, Chen Zhang, Malu Zhang, Wenyu Chen
Recent works have demonstrated the effectiveness of retrieval augmentation in the Event Argument Extraction (EAE) task.
no code implementations • 14 Aug 2024 • Peiyuan Chen, Zecheng Zhang, Yiping Dong, Li Zhou, Han Wang
This work highlights the effectiveness of a ranking-based hybrid training strategy in improving VQA performance and lays the groundwork for further research in multimodal learning methods.
no code implementations • 15 Jul 2024 • Gaoxiang Zhao, Li Zhou, Xiaoqiang Wang
Long time series forecasting aims to utilize historical information to forecast future states over extended horizons.
1 code implementation • 16 Jun 2024 • Tenggan Zhang, Xinjie Zhang, Jinming Zhao, Li Zhou, Qin Jin
Understanding the reason for emotional support response is crucial for establishing connections between users and emotional support dialogue systems.
1 code implementation • 16 Jun 2024 • Wenyan Li, Xinyu Zhang, Jiaang Li, Qiwei Peng, Raphael Tang, Li Zhou, Weijia Zhang, Guimin Hu, Yifei Yuan, Anders Søgaard, Daniel Hershcovich, Desmond Elliott
Food is a rich and varied dimension of cultural heritage, crucial to both individuals and social groups.
no code implementations • 23 May 2024 • Shuo Han, Yongshun Xu, Dayang Wang, Bahareh Morovati, Li Zhou, Jonathan S. Maltz, Ge Wang, Hengyong Yu
Cardiac computed tomography (CT) has emerged as a major imaging modality for the diagnosis and monitoring of cardiovascular diseases.
no code implementations • 22 May 2024 • Qingming Li, Juzheng Miao, Puning Zhao, Li Zhou, Shouling Ji, BoWen Zhou, Furui Liu
In this study, we propose a novel client selection strategy designed to emulate the performance achieved with full client participation.
no code implementations • 17 May 2024 • Zikun Zhou, Wentao Xiong, Li Zhou, Xin Li, Zhenyu He, YaoWei Wang
As images and texts are mapped to uncoupled feature spaces, they face the arduous task of learning Vision-Language (VL) relation modeling from scratch.
Referring Expression Segmentation Referring Video Object Segmentation +3
no code implementations • 17 May 2024 • Janick Weberpals, Pamela A. Shaw, Kueiyu Joshua Lin, Richard Wyss, Joseph M Plasek, Li Zhou, Kerry Ngan, Thomas DeRamus, Sudha R. Raman, Bradley G. Hammill, Hana Lee, Sengwee Toh, John G. Connolly, Kimberly J. Dandreo, Fang Tian, Wei Liu, Jie Li, José J. Hernández-Muñoz, Sebastian Schneeweiss, Rishi J. Desai
HDMI approaches may decrease bias in studies with partially observed confounders where missingness depends on unobserved factors.
1 code implementation • 3 May 2024 • Wanlong Liu, Li Zhou, Dingyi Zeng, Yichen Xiao, Shaohuan Cheng, Chen Zhang, Grandee Lee, Malu Zhang, Wenyu Chen
Recent mainstream event argument extraction methods process each event in isolation, resulting in inefficient inference and ignoring the correlations among multiple events.
1 code implementation • 10 Apr 2024 • Li Zhou, Taelin Karidi, Wanlong Liu, Nicolas Garneau, Yong Cao, Wenyu Chen, Haizhou Li, Daniel Hershcovich
Recent studies have highlighted the presence of cultural biases in Large Language Models (LLMs), yet often lack a robust methodology to dissect these phenomena comprehensively.
no code implementations • 9 Feb 2024 • Fengyi Shen, Li Zhou, Kagan Kucukaytekin, Ziyuan Liu, He Wang, Alois Knoll
Data generation is recognized as a potent strategy for unsupervised domain adaptation (UDA) pertaining semantic segmentation in adverse weathers.
no code implementations • 3 Jan 2024 • Li Zhou, Wenyu Chen, Yong Cao, Dingyi Zeng, Wanlong Liu, Hong Qu
While Transformer-based pre-trained language models and their variants exhibit strong semantic representation capabilities, the question of comprehending the information gain derived from the additional components of PLMs remains an open question in this field.
1 code implementation • CVPR 2024 • Tao Wang, Lei Jin, Zheng Wang, Jianshu Li, Liang Li, Fang Zhao, Yu Cheng, Li Yuan, Li Zhou, Junliang Xing, Jian Zhao
To leverage this quality information we propose a motion refinement network termed SynSP to achieve a Synergy of Smoothness and Precision in the sequence refinement tasks.
no code implementations • 17 Nov 2023 • Xinyu Xiao, Zhennan Zhou, Bin Dong, Dingjiong Ma, Li Zhou, Jie Sun
Non-linear effects in long-haul, high-speed optical fiber systems significantly hinder channel capacity.
no code implementations • 30 Oct 2023 • Feng Chen, Liqin Wang, Julie Hong, Jiaqi Jiang, Li Zhou
Sixty proposed various strategies for mitigating biases, especially targeting implicit and selection biases.
1 code implementation • 30 Oct 2023 • Heather Lent, Kushal Tatariya, Raj Dabre, Yiyi Chen, Marcell Fekete, Esther Ploeger, Li Zhou, Ruth-Ann Armstrong, Abee Eijansantos, Catriona Malau, Hans Erik Heje, Ernests Lavrinovics, Diptesh Kanojia, Paul Belony, Marcel Bollmann, Loïc Grobol, Miryam de Lhoneux, Daniel Hershcovich, Michel DeGraff, Anders Søgaard, Johannes Bjerva
Creoles represent an under-explored and marginalized group of languages, with few available resources for NLP research. While the genealogical ties between Creoles and a number of highly-resourced languages imply a significant potential for transfer learning, this potential is hampered due to this lack of annotated data.
no code implementations • 26 Oct 2023 • Yong Cao, Yova Kementchedjhieva, Ruixiang Cui, Antonia Karamolegkou, Li Zhou, Megan Dare, Lucia Donatelli, Daniel Hershcovich
We introduce a new task involving the translation and cultural adaptation of recipes between Chinese and English-speaking cuisines.
1 code implementation • 20 Oct 2023 • Antonia Karamolegkou, Jiaang Li, Li Zhou, Anders Søgaard
Language models may memorize more than just facts, including entire chunks of texts seen during training.
no code implementations • 19 Oct 2023 • Dayang Wang, Yongshun Xu, Shuo Han, Zhan Wu, Li Zhou, Bahareh Morovati, Hengyong Yu
Recently, transformer models emerged as a promising avenue to enhance LDCT image quality.
no code implementations • 15 Oct 2023 • Li Zhou, Wenyu Chen, Dingyi Zeng, Malu Zhang, Daniel Hershcovich
In the field of natural language understanding, the intersection of neural models and graph meaning representations (GMRs) remains a compelling area of research.
1 code implementation • 10 Oct 2023 • Li Zhou, Antonia Karamolegkou, Wenyu Chen, Daniel Hershcovich
The increasing ubiquity of language technology necessitates a shift towards considering cultural diversity in the machine learning realm, particularly for subjective tasks that rely heavily on cultural nuances, such as Offensive Language Detection (OLD).
no code implementations • 8 Oct 2023 • Wanlong Liu, Dingyi Zeng, Li Zhou, Yichen Xiao, Weishan Kong, Malu Zhang, Shaohuan Cheng, Hongyang Zhao, Wenyu Chen
Document-level event argument extraction is a crucial yet challenging task within the field of information extraction.
1 code implementation • 26 Aug 2023 • Jianqiang Xia, Dianxi Shi, Ke Song, Linna Song, Xiaolei Wang, Songchang Jin, Li Zhou, Yu Cheng, Lei Jin, Zheng Zhu, Jianan Li, Gang Wang, Junliang Xing, Jian Zhao
With this structure, the network can extract fusion features of the template and search region under the mutual interaction of modalities.
Ranked #4 on Rgb-T Tracking on GTOT
2 code implementations • 28 Jun 2023 • Yining Hua, Jiageng Wu, Shixu Lin, Minghui Li, Yujie Zhang, Dinah Foer, Siwen Wang, Peilin Zhou, Jie Yang, Li Zhou
Conclusions: This study advances public health research by implementing a novel, systematic pipeline for curating symptom lexicons from social media data.
1 code implementation • 29 May 2023 • Yifei Wang, Zhengyang Zhou, Liqin Wang, John Laurentiev, Peter Hou, Li Zhou, Pengyu Hong
When using machine learning to aid decision-making, it is critical to ensure that an algorithmic decision is fair and does not discriminate against specific individuals/groups, particularly those from underprivileged populations.
no code implementations • 31 Mar 2023 • Li Zhou, Laura Cabello, Yong Cao, Daniel Hershcovich
Detecting offensive language is a challenging task.
Cultural Vocal Bursts Intensity Prediction Few-Shot Learning +1
1 code implementation • 30 Mar 2023 • Yong Cao, Li Zhou, Seolhwa Lee, Laura Cabello, Min Chen, Daniel Hershcovich
The recent release of ChatGPT has garnered widespread recognition for its exceptional ability to generate human-like responses in dialogue.
1 code implementation • CVPR 2023 • Li Zhou, Zikun Zhou, Kaige Mao, Zhenyu He
Such a separated framework overlooks the link between visual grounding and tracking, which is that the natural language descriptions provide global semantic cues for localizing the target for both two steps.
Ranked #3 on Visual Tracking on TNL2K
1 code implementation • 29 Jun 2022 • Yining Hua, Hang Jiang, Shixu Lin, Jie Yang, Joseph M. Plasek, David W. Bates, Li Zhou
Time-trend analysis indicated that Hydroxychloroquine and Ivermectin were discussed more than Molnupiravir and Remdesivir, particularly during COVID-19 surges.
no code implementations • 5 Feb 2022 • Li Zhou, Minhuan Huang, YuJun Li, Yuanping Nie, Jin Li, Yiwei Liu
GraphEye is originated from the observation that the code property graph of a non-vulnerable function naturally differs from the code property graph of a vulnerable function with the same functionality.
no code implementations • 15 Oct 2021 • Li Zhou, Wenyu Chen, Dingyi Zeng, Shaohuan Cheng, Wanlong Liu, Malu Zhang, Hong Qu
To address these drawbacks, we present a novel message-passing paradigm, based on the properties of multi-step message source, node-specific message output, and multi-space message interaction.
1 code implementation • EMNLP 2021 • Li Zhou, Kevin Small, Yong Zhang, Sandeep Atluri
Motivated by suggested question generation in conversational news recommendation systems, we propose a model for generating question-answer pairs (QA pairs) with self-contained, summary-centric questions and length-constrained, article-summarizing answers.
no code implementations • 9 Aug 2021 • Yu Li, Fei Xiong, Ziyi Wang, Zulong Chen, Chuanfei Xu, Yuyu Yin, Li Zhou
Therefore, in this paper, we focus on predicting users' intention destinations in online travel platforms.
no code implementations • 17 Jun 2021 • Xiang Tan, Li Zhou, Haijun Wang, Yuli Sun, Haitao Zhao, Boon-Chong Seet, Jibo Wei, Victor C. M. Leung
With the development of the 5G and Internet of Things, amounts of wireless devices need to share the limited spectrum resources.
Multi-agent Reinforcement Learning Reinforcement Learning (RL)
1 code implementation • 12 Apr 2021 • Xiaochen Zhang, Haitao Zhao, Jun Xiong, Li Zhou, Jibo Wei
Machine learning (ML) has been widely used for efficient resource allocation (RA) in wireless networks.
1 code implementation • 2 Feb 2021 • Sensong An, Bowen Zheng, Mikhail Y. Shalaginov, Hong Tang, Hang Li, Li Zhou, Yunxi Dong, Mohammad Haerinia, Anuradha Murthy Agarwal, Clara Rivero-Baleine, Myungkoo Kang, Kathleen A. Richardson, Tian Gu, Juejun Hu, Clayton Fowler, Hualiang Zhang
Metasurfaces have provided a novel and promising platform for the realization of compact and large-scale optical devices.
no code implementations • ACL (dialdoc) 2021 • Xusen Yin, Li Zhou, Kevin Small, Jonathan May
Our model shows SOTA performance of SQ generation on the NQ dataset (20. 1 BLEU-4).
no code implementations • 15 Oct 2020 • Yang Deng, Ziyao Xu, Li Zhou, Huanping Liu, Anqi Huang
Starting from the essence of the music, the article constructs a music-rule-identifying algorithm through extracting modes, which will identify the stability of the mode of machine-generated music, to judge whether it is artificial intelligent.
no code implementations • 16 Aug 2020 • Li Zhou, Kevin Small
In this paper, we propose a novel adversarial inverse reinforcement learning algorithm to learn a language-conditioned policy and reward function.
no code implementations • 11 Jun 2020 • Peiling Lu, Jie Wu, Jian Luan, Xu Tan, Li Zhou
This paper presents XiaoiceSing, a high-quality singing voice synthesis system which employs an integrated network for spectrum, F0 and duration modeling.
1 code implementation • 1 Jan 2020 • Sensong An, Bowen Zheng, Mikhail Y. Shalaginov, Hong Tang, Hang Li, Li Zhou, Jun Ding, Anuradha Murthy Agarwal, Clara Rivero-Baleine, Myungkoo Kang, Kathleen A. Richardson, Tian Gu, Juejun Hu, Clayton Fowler, Hualiang Zhang
Metasurfaces have shown promising potentials in shaping optical wavefronts while remaining compact compared to bulky geometric optics devices.
no code implementations • 28 Nov 2019 • Gushu Li, Li Zhou, Nengkun Yu, Yufei Ding, Mingsheng Ying, Yuan Xie
In this paper, we propose Proq, a runtime assertion scheme for testing and debugging quantum programs on a quantum computer.
2 code implementations • 7 Nov 2019 • Li Zhou, Kevin Small
Multi-domain dialogue state tracking (DST) is a critical component for conversational AI systems.
Ranked #9 on Multi-domain Dialogue State Tracking on MULTIWOZ 2.0
no code implementations • IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2019 • Li Zhou, Li Ma
An extreme learning machine (ELM)-based heterogeneous domain adaptation (HDA) algorithm is proposed for the classification of remote sensing images.
no code implementations • 13 Aug 2019 • Sensong An, Bowen Zheng, Hong Tang, Mikhail Y. Shalaginov, Li Zhou, Hang Li, Tian Gu, Juejun Hu, Clayton Fowler, Hualiang Zhang
Metasurfaces have enabled precise electromagnetic wave manipulation with strong potential to obtain unprecedented functionalities and multifunctional behavior in flat optical devices.
no code implementations • 8 Jun 2019 • Sensong An, Clayton Fowler, Bowen Zheng, Mikhail Y. Shalaginov, Hong Tang, Hang Li, Li Zhou, Jun Ding, Anuradha Murthy Agarwal, Clara Rivero-Baleine, Kathleen A. Richardson, Tian Gu, Juejun Hu, Hualiang Zhang
Metasurfaces have become a promising means for manipulating optical wavefronts in flat and high-performance optical devices.
no code implementations • 17 Apr 2019 • Li Yuan, Francis EH Tay, Ping Li, Li Zhou, Jiashi Feng
The evaluator defines a learnable information preserving metric between original video and summary video and "supervises" the selector to identify the most informative frames to form the summary video.
Ranked #7 on Unsupervised Video Summarization on TvSum
no code implementations • CL 2020 • Li Zhou, Jianfeng Gao, Di Li, Heung-Yeung Shum
This paper describes the development of Microsoft XiaoIce, the most popular social chatbot in the world.
no code implementations • 3 Dec 2018 • Weiyu Huang, Yunlong Wang, Li Zhou, Emily Zhao, Yilian Yuan, Alejandro Ribero
Pharmaceutical targeting is one of key inputs for making sales and marketing strategy planning.
no code implementations • 7 Nov 2018 • Mohammad Hossein Samavatian, Anys Bacha, Li Zhou, Radu Teodorescu
At the same time, the sequential nature of input/weight processing of RNNs mitigates one of the downsides of DWM, which is the linear (rather than constant) data access time. RNNFast is very efficient and highly scalable, with flexible mapping of logical neurons to RNN hardware blocks.
no code implementations • 16 Jul 2018 • Li Zhou, Jian Zhao, Jianshu Li, Li Yuan, Jiashi Feng
Detecting the relations among objects, such as "cat on sofa" and "person ride horse", is a crucial task in image understanding, and beneficial to bridging the semantic gap between images and natural language.
2 code implementations • 10 Apr 2018 • Jian Zhao, Jianshu Li, Yu Cheng, Li Zhou, Terence Sim, Shuicheng Yan, Jiashi Feng
Despite the noticeable progress in perceptual tasks like detection, instance segmentation and human parsing, computers still perform unsatisfactorily on visually understanding humans in crowded scenes, such as group behavior analysis, person re-identification and autonomous driving, etc.
Ranked #1 on Multi-Human Parsing on PASCAL-Part
no code implementations • 7 Dec 2017 • Li Zhou, Kevin Small, Oleg Rokhlenko, Charles Elkan
Learning a goal-oriented dialog policy is generally performed offline with supervised learning algorithms or online with reinforcement learning (RL).
2 code implementations • CVPR 2018 • Zhengfa Liang, Yiliu Feng, Yulan Guo, Hengzhu Liu, Wei Chen, Linbo Qiao, Li Zhou, Jianfeng Zhang
The second part performs matching cost calculation, matching cost aggregation and disparity calculation to estimate the initial disparity using shared features.
no code implementations • 22 Apr 2016 • Li Zhou, Emma Brunskill
We consider both the benefit of leveraging a set of learned latent user classes for new users, and how we can learn such latent classes from prior users.
1 code implementation • 13 Aug 2015 • Li Zhou
In this survey we cover a few stochastic and adversarial contextual bandit algorithms.
no code implementations • 24 Mar 2015 • Li Zhou
This note introduce three Bayesian style Multi-armed bandit algorithms: Information-directed sampling, Thompson Sampling and Generalized Thompson Sampling.
no code implementations • 3 Feb 2015 • Li Zhou
Personalization is important for search engines to improve user experience.