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Deep Neural Networks (DNNs) have become ubiquitous in medical image processing and analysis. Among them, U-Nets are very popular in various image segmentation tasks. Yet, little is known about how information flows through these networks…

Machine Learning · Computer Science 2021-04-05 Suemin Lee , Ivan V. Bajić

In this paper, we present CrudeOilNews, a corpus of English Crude Oil news for event extraction. It is the first of its kind for Commodity News and serve to contribute towards resource building for economic and financial text mining. This…

Computation and Language · Computer Science 2022-04-11 Meisin Lee , Lay-Ki Soon , Eu-Gene Siew , Ly Fie Sugianto

Stream-based monitoring is a real-time safety assurance mechanism for complex cyber-physical systems such as unmanned aerial vehicles. In this context, a monitor aggregates streams of input data from sensors and other sources to give…

Programming Languages · Computer Science 2025-09-09 Florian Kohn , Arthur Correnson , Jan Baumeister , Bernd Finkbeiner

Stream processing is a computing paradigm that supports real-time data processing for a wide variety of applications. At Meta, it's used across the company for various tasks such as deriving product insights, providing and improving user…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-09 Animesh Dangwal , Yufeng Jiang , Charlie Arnold , Jun Fan , Mohamed Bassem , Aish Rajagopal

We introduce the novel task of detecting sustainability initiatives in company reports. Given a full report, the aim is to automatically identify mentions of practical activities that a company has performed in order to tackle specific…

Computation and Language · Computer Science 2022-03-07 Dan Hirlea , Christopher Bryant , Maurizio Zollo , Marek Rei

Stream-based monitoring is a runtime verification approach where a monitor aggregates streams of input data from sensors and other sources to give real-time statistics and assessments of a system's health. One of the central challenges in…

Programming Languages · Computer Science 2026-05-27 Florian Kohn , Arthur Correnson , Jan Baumeister , Bernd Finkbeiner

Document pair extraction aims to identify key and value entities as well as their relationships from visually-rich documents. Most existing methods divide it into two separate tasks: semantic entity recognition (SER) and relation extraction…

Computation and Language · Computer Science 2024-11-19 Zening Lin , Jiapeng Wang , Teng Li , Wenhui Liao , Dayi Huang , Longfei Xiong , Lianwen Jin

We are presenting a text analysis tool set that allows analysts in various fields to sieve through large collections of multilingual news items quickly and to find information that is of relevance to them. For a given document collection,…

Computation and Language · Computer Science 2007-05-23 Ralf Steinberger , Bruno Pouliquen , Camelia Ignat

In this work, we detail the design and structure of a Synopses Data Engine (SDE) which combines the virtues of parallel processing and stream summarization towards delivering interactive analytics at extreme scale. Our SDE is built on top…

Databases · Computer Science 2020-05-14 Antonis Kontaxakis , Nikos Giatrakos , Antonios Deligiannakis

Understanding the flow of information across today's fragmented digital media landscape requires scalable, cross-platform infrastructure. In this paper, we present the Canadian Media Ecosystem Observatory, a national-scale infrastructure…

Data provenance has numerous applications in the context of data preparation pipelines. It can be used for debugging faulty pipelines, interpreting results, verifying fairness, and identifying data quality issues, which may affect the…

Databases · Computer Science 2025-11-06 Khalid Belhajjame , Haroun Mezrioui , Yuyan Zhao

We present a dataflow model for modelling parallel Unix shell pipelines. To accurately capture the semantics of complex Unix pipelines, the dataflow model is order-aware, i.e., the order in which a node in the dataflow graph consumes inputs…

Programming Languages · Computer Science 2021-07-07 Shivam Handa , Konstantinos Kallas , Nikos Vasilakis , Martin Rinard

Access to diverse perspectives is essential for understanding real-world events, yet most news retrieval systems prioritize textual relevance, leading to redundant results and limited viewpoint exposure. We propose NEWSCOPE, a two-stage…

Computation and Language · Computer Science 2025-09-01 Yixuan Tang , Yuanyuan Shi , Yiqun Sun , Anthony Kum Hoe Tung

Information resources such as newspapers have produced unstructured text data in various languages related to the corona outbreak since December 2019. Analyzing these unstructured texts is time-consuming without representing them in a…

Computation and Language · Computer Science 2024-04-25 Sefika Efeoglu , Adrian Paschke

To deal with the sheer volume of information and gain competitive advantage, the news industry has started to explore and invest in news automation. In this paper, we present Reuters Tracer, a system that automates end-to-end news…

Social and Information Networks · Computer Science 2017-11-15 Xiaomo Liu , Armineh Nourbakhsh , Quanzhi Li , Sameena Shah , Robert Martin , John Duprey

Numerous systems for dissemination, retrieval, and archiving of documents have been developed in the past. Those systems often focus on one of these aspects and are hard to extend and combine. Typically, the transmission protocols, query…

Digital Libraries · Computer Science 2007-05-23 Lukas C. Faulstich

Most research on data discovery has so far focused on improving individual discovery operators such as join, correlation, or union discovery. However, in practice, a combination of these techniques and their corresponding indexes may be…

Databases · Computer Science 2024-12-02 Mahdi Esmailoghli , Christoph Schnell , Renée J. Miller , Ziawasch Abedjan

We present DISco, a storage and communication middleware designed to enable distributed and task-centric autonomic control of networks. DISco is designed to enable multi-agent identification of anomalous situations -- so-called "challenges"…

Networking and Internet Architecture · Computer Science 2015-03-20 Sylvain Martin , Laurent Chiarello , Guy Leduc

News feed recommendation is an important web service. In recent years, pre-trained language models (PLMs) have been intensively applied to improve the recommendation quality. However, the utilization of these deep models is limited in many…

Information Retrieval · Computer Science 2022-01-13 Peitian Zhang , Zheng liu

These lecture notes cover basic automata-theoretic concepts and logical formalisms for the modeling and verification of concurrent and distributed systems. Many of these concepts naturally extend the classical automata and logics over…

Logic in Computer Science · Computer Science 2021-10-19 Benedikt Bollig , Paul Gastin