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Social and collaborative platforms emit multivariate time-series traces in which early interactions-such as views, likes, or downloads-are followed, sometimes months or years later, by higher impact like citations, sales, or reviews. We…

Previous research in multi-document news summarization has typically concentrated on collating information that all sources agree upon. However, the summarization of diverse information dispersed across multiple articles about an event…

In this paper, we investigate communication strategies for the multiple access channel with feedback and correlated sources (MACFCS). The MACFCS models a wireless sensor network scenario in which sensors distributed throughout an arbitrary…

信息论 · 计算机科学 2010-04-15 Lawrence Ong , Mehul Motani

Federated multi-view clustering has been proposed to mine the valuable information within multi-view data distributed across different devices and has achieved impressive results while preserving the privacy. Despite great progress, most…

机器学习 · 计算机科学 2025-06-23 Guoqing Chao , Zhenghao Zhang , Lei Meng , Jie Wen , Dianhui Chu

The global spread of misinformation and concerns about content trustworthiness have driven the development of automated fact-checking systems. Since false information often exploits social media dynamics such as "likes" and user networks to…

社会与信息网络 · 计算机科学 2026-02-03 Vítor N. Lourenço , Aline Paes , Tillman Weyde

We develop an abstractive summarization framework independent of labeled data for multiple heterogeneous documents. Unlike existing multi-document summarization methods, our framework processes documents telling different stories instead of…

计算与语言 · 计算机科学 2022-05-03 Ning Wang , Han Liu , Diego Klabjan

Political scientists increasingly analyze multimodal data. However, the effective analysis of such data requires aligning information across different modalities. In our paper, we demonstrate the significance of such alignment. Informed by…

计算与语言 · 计算机科学 2025-06-24 Christian Arnold , Andreas Küpfer

Previous researches on multimedia fake news detection include a series of complex feature extraction and fusion networks to gather useful information from the news. However, how cross-modal consistency relates to the fidelity of news and…

计算机视觉与模式识别 · 计算机科学 2022-09-23 Qichao Ying , Xiaoxiao Hu , Yangming Zhou , Zhenxing Qian , Dan Zeng , Shiming Ge

The widespread of fake news and misinformation in various domains ranging from politics, economics to public health has posed an urgent need to automatically fact-check information. A recent trend in fake news detection is to utilize…

人工智能 · 计算机科学 2021-02-05 Nguyen Vo , Kyumin Lee

The proliferation of biased news narratives across various media platforms has become a prominent challenge, influencing public opinion on critical topics like politics, health, and climate change. This paper introduces the "Navigating News…

计算与语言 · 计算机科学 2023-12-08 Shaina Raza

Media bias can significantly impact the formation and development of opinions and sentiments in a population. It is thus important to study the emergence and development of partisan media and political polarization. However, it is…

物理与社会 · 物理学 2022-12-05 Zehan Chao , Denali Molitor , Deanna Needell , Mason A. Porter

We first adopt a human-guided machine learning framework to develop a new dataset for hyperpartisan news title detection with 2,200 manually labeled and 1.8 million machine-labeled titles that were posted from 2014 to the present by nine…

计算与语言 · 计算机科学 2024-04-23 Hanjia Lyu , Jinsheng Pan , Zichen Wang , Jiebo Luo

Multi-view data clustering refers to categorizing a data set by making good use of related information from multiple representations of the data. It becomes important nowadays because more and more data can be collected in a variety of…

人工智能 · 计算机科学 2016-09-16 Yangtao Wang , Lihui Chen

Automated Fact-Checking (AFC) relies on claim extraction as a first step, yet existing methods largely overlook the multimodal nature of today's misinformation. Social media posts often combine short, informal text with images such as…

计算与语言 · 计算机科学 2026-04-21 Joycelyn Teo , Rui Cao , Zhenyun Deng , Zifeng Ding , Michael Sejr Schlichtkrull , Andreas Vlachos

Vision-language models trained on large-scale multimodal datasets show strong demographic biases, but the role of training data in producing these biases remains unclear. A major barrier has been the lack of demographic annotations in…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Leander Girrbach , Stephan Alaniz , Genevieve Smith , Trevor Darrell , Zeynep Akata

The spread of media bias is a significant concern as political discourse shapes beliefs and opinions. Addressing this challenge computationally requires improved methods for interpreting news. While large language models (LLMs) can scale…

Cross-device federated learning is an emerging machine learning (ML) paradigm where a large population of devices collectively train an ML model while the data remains on the devices. This research field has a unique set of practical…

机器学习 · 计算机科学 2022-07-20 Congzheng Song , Filip Granqvist , Kunal Talwar

Automatic unreliable news detection is a research problem with great potential impact. Recently, several papers have shown promising results on large-scale news datasets with models that only use the article itself without resorting to any…

计算与语言 · 计算机科学 2021-04-21 Xiang Zhou , Heba Elfardy , Christos Christodoulopoulos , Thomas Butler , Mohit Bansal

We study the problem of profiling news media on the Web with respect to their factuality of reporting and bias. This is an important but under-studied problem related to disinformation and "fake news" detection, but it addresses the issue…

机器学习 · 计算机科学 2022-11-11 Panayot Panayotov , Utsav Shukla , Husrev Taha Sencar , Mohamed Nabeel , Preslav Nakov

In quantitative investing, return prediction supports various tasks, including stock selection, portfolio optimization, and risk management. Quantitative factors, such as valuation, quality, and growth, capture various characteristics of…

计算金融 · 定量金融 2025-11-26 Tian Guo , Emmanuel Hauptmann