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With the increasing number of services in the internet, companies intranets, and home networks: service discovery becomes an integral part of modern networked system. This paper provides a comprehensive survey of major solutions for service…

网络与互联网体系结构 · 计算机科学 2014-10-01 Bendaoud Karim Talal , Merzougui Rachid

Benchmarking functionalities in current commercial process mining tools allow organizations to contextualize their process performance through high-level performance indicators, such as completion rate or throughput time. However, they do…

软件工程 · 计算机科学 2025-04-24 Luka Abb , Majid Rafiei , Timotheus Kampik , Jana-Rebecca Rehse

Document ranking experiments should be repeatable. However, the interaction between multi-threaded indexing and score ties during retrieval may yield non-deterministic rankings, making repeatability not as trivial as one might imagine. In…

信息检索 · 计算机科学 2019-09-04 Jimmy Lin , Peilin Yang

This article presents the design of an open-API-based explainable AI (XAI) service to provide feature contribution explanations for cloud AI services. Cloud AI services are widely used to develop domain-specific applications with precise…

分布式、并行与集群计算 · 计算机科学 2024-11-07 Zerui Wang , Yan Liu , Jun Huang

Retrieving relevant tables containing the necessary information to accurately answer a given question over tables is critical to open-domain question-answering (QA) systems. Previous methods assume the answer to such a question can be found…

信息检索 · 计算机科学 2025-01-13 Peter Baile Chen , Yi Zhang , Dan Roth

Modern software development requires a large investment in learning application programming interfaces (APIs). Recent research found that the learning materials themselves are often inadequate: developers struggle to find answers beyond…

软件工程 · 计算机科学 2014-02-07 Adrian Kuhn , Robert DeLine

It is known that recommendations of AI-based systems can be incorrect or unfair. Hence, it is often proposed that a human be the final decision-maker. Prior work has argued that explanations are an essential pathway to help human…

人机交互 · 计算机科学 2022-05-10 Jakob Schoeffer , Maria De-Arteaga , Niklas Kuehl

Context: Requirements engineering process improvement (REPI) approaches have gained much attention in research and practice. Goal: So far, there is no comprehensive view on the research in REPI in terms of solutions and current state of…

软件工程 · 计算机科学 2017-11-15 Daniel Méndez Fernández , Saahil Ognawala , Stefan Wagner , Maya Daneva

Explainable AI is an important area of research within which Explainable Planning is an emerging topic. In this paper, we argue that Explainable Planning can be designed as a service -- that is, as a wrapper around an existing planning…

人工智能 · 计算机科学 2019-08-15 Michael Cashmore , Anna Collins , Benjamin Krarup , Senka Krivic , Daniele Magazzeni , David Smith

RESTful APIs based on HTTP are one of the most important ways to make data and functionality available to applications and software services. However, the quality of the API design strongly impacts API understandability and usability, and…

软件工程 · 计算机科学 2024-09-12 Justus Bogner , Sebastian Kotstein , Daniel Abajirov , Timothy Ernst , Manuel Merkel

Architecture recovery tools help software engineers obtain an overview of the structure of their software systems during all phases of the software development life cycle. This is especially important for microservice applications because…

A large number of services for research data management strive to adhere to the FAIR guiding principles for scientific data management and stewardship. To evaluate these services and to indicate possible improvements, use-case-centric…

计算机与社会 · 计算机科学 2019-02-01 Tobias Weber , Dieter Kranzlmüller

Ranking, recommendation, and retrieval systems are widely used in online platforms and other societal systems, including e-commerce, media-streaming, admissions, gig platforms, and hiring. In the recent past, a large "fair ranking" research…

信息检索 · 计算机科学 2022-02-01 Gourab K Patro , Lorenzo Porcaro , Laura Mitchell , Qiuyue Zhang , Meike Zehlike , Nikhil Garg

While reasoning rerankers, such as Rank1, have demonstrated strong abilities in improving ranking relevance, it is unclear how they perform on other retrieval qualities such as fairness. We conduct the first systematic comparison of…

信息检索 · 计算机科学 2026-03-12 Saron Samuel , Benjamin Van Durme , Eugene Yang

There is a growing demand for transparency in search engines to understand how search results are curated and to enhance users' trust. Prior research has introduced search result explanations with a focus on how to explain, assuming…

人机交互 · 计算机科学 2024-02-26 Prerna Juneja , Wenjuan Zhang , Alison Marie Smith-Renner , Hemank Lamba , Joel Tetreault , Alex Jaimes

Existing performance measures rank delineation algorithms inconsistently, which makes it difficult to decide which one is best in any given situation. We show that these inconsistencies stem from design flaws that make the metrics…

计算机视觉与模式识别 · 计算机科学 2019-12-02 Leonardo Citraro , Mateusz Koziński , Pascal Fua

Fairlearn is an open source project to help practitioners assess and improve fairness of artificial intelligence (AI) systems. The associated Python library, also named fairlearn, supports evaluation of a model's output across affected…

机器学习 · 计算机科学 2023-03-30 Hilde Weerts , Miroslav Dudík , Richard Edgar , Adrin Jalali , Roman Lutz , Michael Madaio

To make models more understandable and correctable, I propose that the PROMISE community pivots to the problem of model review. Over the years, there have been many reports that very simple models can perform exceptionally well. Yet, where…

软件工程 · 计算机科学 2023-09-08 Tim Menzies

With the advent and proliferation of online developer forums as informal documentation, developers often share their opinions about the APIs they use. Thus, opinions of others often shape the developer's perception and decisions related to…

软件工程 · 计算机科学 2021-02-18 Gias Uddin , Olga Baysal , Latifa Guerrouj , Foutse Khomh

In numerous applications, it is required to produce forecasts for multiple time-series at different hierarchy levels. An obvious example is given by the supply chain in which demand forecasting may be needed at a store, city, or country…

机器学习 · 计算机科学 2021-01-06 Davide Burba , Trista Chen