no code implementations • CoNLL (EMNLP) 2021 • Junxing Wang, Xinyi Li, Zhen Tan, Xiang Zhao, Weidong Xiao
A bidirectional attention mechanism is applied between the question sequence and the paths that connect entities, which provides us with transparent interpretability.
no code implementations • Findings (ACL) 2022 • Peixin Huang, Xiang Zhao, Minghao Hu, Yang Fang, Xinyi Li, Weidong Xiao
Secondly, we propose a hybrid selection strategy in the extractor, which not only makes full use of span boundary but also improves the ability of long entity recognition.
no code implementations • 31 Jan 2025 • Sai Wang, Fan Ma, Xinyi Li, Hehe Fan, Yu Wu
Recent advancements in LLMs have accelerated the development of dialogue generation across text and images, yet video-based dialogue generation remains underexplored and presents unique challenges.
no code implementations • 15 Jan 2025 • Kangli Dong, Siya Chen, Ying Dan, Lu Zhang, Xinyi Li, Wei Liang, Yue Zhao, Yu Sun
Results show that the energy associated with optimal stochastic tracking control is negatively correlated with the intrinsic average controllability of the brain network system, while the energy of the optimal state approaching control is significantly related to the target state value.
no code implementations • 16 Oct 2024 • Xinyi Li, Yu Xu, Yongfeng Zhang, Edward C. Malthouse
The proliferation of fake news in the digital age has raised critical concerns, particularly regarding its impact on societal trust and democratic processes.
no code implementations • 15 Oct 2024 • Yuhang Liang, Xinyi Li, Jie Ren, Ang Li, Bo Fang, Jieyang Chen
In this paper, we investigate the impact of faults on LLM training, focusing on INF, NaN, and near-INF values in the computation results with systematic fault injection experiments.
no code implementations • 28 Sep 2024 • Xinyi Li, Ti Zhou, Haoyu Wang, Man Lin
The method encodes time series information in the Linux kernel into information that is easy to use for reinforcement learning, allowing the system to generate DVFS policies to adapt system patterns based on the general workload.
no code implementations • 20 Jul 2024 • Jiayu Lin, Guanrong Chen, Bojun Jin, Chenyang Li, Shutong Jia, Wancong Lin, Yang Sun, Yuhang He, Caihua Yang, Jianzhu Bao, Jipeng Wu, Wen Su, Jinglu Chen, Xinyi Li, Tianyu Chen, Mingjie Han, Shuaiwen Du, Zijian Wang, Jiyin Li, Fuzhong Suo, Hao Wang, Nuanchen Lin, Xuanjing Huang, Changjian Jiang, Ruifeng Xu, Long Zhang, Jiuxin Cao, Ting Jin, Zhongyu Wei
In this paper we present the results of the AI-Debater 2023 Challenge held by the Chinese Conference on Affect Computing (CCAC 2023), and introduce the related datasets.
1 code implementation • 17 Jul 2024 • Hu Cao, Zehua Zhang, Yan Xia, Xinyi Li, Jiahao Xia, Guang Chen, Alois Knoll
The core concept is the design of the coarse-to-fine fusion module, denoted as the cross-modality adaptive feature refinement (CAFR) module.
Ranked #1 on
Object Detection
on PKU-DDD17-Car
no code implementations • 25 May 2024 • Yifeng Peng, Xinyi Li, Zhiding Liang, Ying Wang
Open set anomaly detection (OSAD) is a crucial task that aims to identify abnormal patterns or behaviors in data sets, especially when the anomalies observed during training do not represent all possible classes of anomalies.
no code implementations • 30 Apr 2024 • Xinyi Li, Yongfeng Zhang, Edward C. Malthouse
This adaptability enables FactAgent's application to news verification across various domains.
no code implementations • 29 Apr 2024 • Ruixuan Sun, Xinyi Li, Avinash Akella, Joseph A. Konstan
This paper explores the effectiveness of using large language models (LLMs) for personalized movie recommendations from users' perspectives in an online field experiment.
1 code implementation • 7 Apr 2024 • Jiankai Tang, Xinyi Li, Jiacheng Liu, Xiyuxing Zhang, Zeyu Wang, Yuntao Wang
Remote photoplethysmography (rPPG) emerges as a promising method for non-invasive, convenient measurement of vital signs, utilizing the widespread presence of cameras.
no code implementations • 28 Feb 2024 • Wentao Zhang, Lingxuan Zhao, Haochong Xia, Shuo Sun, Jiaze Sun, Molei Qin, Xinyi Li, Yuqing Zhao, Yilei Zhao, Xinyu Cai, Longtao Zheng, Xinrun Wang, Bo An
Notably, FinAgent is the first advanced multimodal foundation agent designed for financial trading tasks.
no code implementations • 10 Nov 2023 • Xinyi Li, Yongfeng Zhang, Edward C Malthouse
News recommendation systems (RS) play a pivotal role in the current digital age, shaping how individuals access and engage with information.
no code implementations • 2 Nov 2023 • Xinyi Li, Zijian Ma, Yinlong Liu, Walter Zimmer, Hu Cao, Feihu Zhang, Alois Knoll
This paper focuses on addressing the robust correspondence-based registration problem with gravity prior that often arises in practice.
1 code implementation • 19 Jun 2023 • Xinyi Li, Yongfeng Zhang, Edward C. Malthouse
Considering the growing reliance on ChatGPT for language tasks, the importance of news recommendation in addressing social issues, and the trend of using language models in recommendations, this study conducts an initial investigation of ChatGPT's performance in news recommendations, focusing on three perspectives: personalized news recommendation, news provider fairness, and fake news detection.
1 code implementation • 1 Jun 2023 • Yixiao Zhang, Xinyi Li, Huimiao Chen, Alan Yuille, Yaoyao Liu, Zongwei Zhou
The ability to dynamically extend a model to new data and classes is critical for multiple organ and tumor segmentation.
no code implementations • 19 May 2023 • Xinyi Li, Hu Cao, Yinlong Liu, Xueli Liu, Feihu Zhang, Alois Knoll
Moreover, our method can be adapted to address the challenging problem of simultaneous pose and registration.
no code implementations • 16 Apr 2023 • Xinyi Li, Yongfeng Zhang, Edward C. Malthouse
Some previous works have used language model techniques, such as the attention mechanism, to capture users' interests based on their past behaviors, and to understand the content of articles.
no code implementations • 1 Apr 2023 • Yanci Zhang, Yutong Lu, Haitao Mao, Jiawei Huang, Cien Zhang, Xinyi Li, Rui Dai
Based on the output from our system, we construct a knowledge graph with more than 700 nodes and 1200 edges.
1 code implementation • CIKM 2022 • Aibo Guo, Xinyi Li, Guanchen Xiao, Zhen Tan, Xiang Zhao
We propose the first Text-to-CQL dataset, SpCQL, which contains one Neo4j graph database, 10, 000 manually annotated natural language queries and the matching Cypher queries (CQL).
1 code implementation • KBS 2022 • Ziyang Chen, Xiang Zhao, Jinzhi Liao, Xinyi Li, Evangelos Kanoulas
Most of the existing temporal KGQA methods focus on semantic or temporal level matching and lack the ability to reason about time constraints.
Ranked #1 on
Question Answering
on Complex-CronQuestions
no code implementations • 26 Apr 2022 • Duyeol Lee, Helal El-Zaatari, Michael R. Kosorok, Xinyi Li, Kai Zhang
In this comment, we would like to discuss a general framework unifying the MULTIFIT and other tests and compare it with the binary expansion randomized ensemble test (BERET hereafter) proposed by Lee et al. (In press).
no code implementations • 28 May 2021 • Xinyi Li, Haibin Ling
Camera pose estimation or camera relocalization is the centerpiece in numerous computer vision tasks such as visual odometry, structure from motion (SfM) and SLAM.
no code implementations • 9 Feb 2021 • Xinyi Li, Haibin Ling
Rotation averaging is a synchronization process on single or multiple rotation groups, and is a fundamental problem in many computer vision tasks such as multi-view structure from motion (SfM).
1 code implementation • 26 Jan 2021 • Weixin Zeng, Xiang Zhao, Jiuyang Tang, Xinyi Li, Minnan Luo, Qinghua Zheng
These preliminary results are regarded as the pseudo-labeled data and forwarded to the progressive learning framework to generate structural representations, which are integrated with the side information to provide a more comprehensive view for alignment.
1 code implementation • 18 Jan 2021 • Qintong Li, Piji Li, Xinyi Li, Zhaochun Ren, Zhumin Chen, Maarten de Rijke
In this paper, we propose the abstractive opinion tagging task, where systems have to automatically generate a ranked list of opinion tags that are based on, but need not occur in, a given set of user-generated reviews.
1 code implementation • ICCV 2021 • Xinyi Li, Haibin Ling
Accurate camera pose estimation or global camera re-localization is a core component in Structure-from-Motion (SfM) and SLAM systems.
no code implementations • 2 Nov 2020 • Xinyi Li, Lin Yuan, Longin Jan Latecki, Haibin Ling
As an essential part of structure from motion (SfM) and Simultaneous Localization and Mapping (SLAM) systems, motion averaging has been extensively studied in the past years and continues to attract surging research attention.
no code implementations • 3 Jan 2020 • Xinyi Li, Chia-Jung Lee, Milad Shokouhi, Susan Dumais
Our approach starts with a reading time analysis based on the reading events from a major email platform, followed by a user study to provide explanations for some discoveries.
4 code implementations • 20 Dec 2019 • Xinyi Li, Yinchuan Li, Hongyang Yang, Liuqing Yang, Xiao-Yang Liu
In this paper, we propose a novel deep neural network DP-LSTM for stock price prediction, which incorporates the news articles as hidden information and integrates difference news sources through the differential privacy mechanism.
no code implementations • 7 Nov 2019 • Yu Pang, Xinyi Li, Lin Yuan, Haibin Ling
We then use different techniques to smooth the trajectories at certain degree.
no code implementations • 5 Aug 2019 • Xinyi Li, Haibin Ling
This paper presents a hybrid real-time camera pose estimation framework with a novel partitioning scheme and introduces motion averaging to monocular Simultaneous Localization and Mapping (SLAM) systems.
no code implementations • 3 Aug 2019 • Xinyi Li, Yinchuan Li, Xiao-Yang Liu, Christina Dan Wang
In this paper, we propose a novel deep neural network Mid-LSTM for midterm stock prediction, which incorporates the market trend as hidden states.
no code implementations • 21 Jun 2019 • Xinyi Li, Yinchuan Li, Yuancheng Zhan, Xiao-Yang Liu
Portfolio allocation is crucial for investment companies.
Statistical Finance