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Functional data play a pivotal role across science and engineering, yet their infinite-dimensional nature makes representation learning challenging. Conventional statistical models depend on pre-chosen basis expansions or kernels, limiting…

机器学习 · 计算机科学 2025-10-02 Yifei Gao , Yong Chen , Chen Zhang

The integration of Artificial Intelligence (AI) into safety-critical systems introduces a new reliability paradigm: silent failures, where AI produces confident but incorrect outputs that can be dangerous. This paper introduces the Formal…

软件工程 · 计算机科学 2026-03-03 Guan-Yan Yang , Farn Wang

The Java Stream API aims at increasing developer productivity thanks to an easy-to-read declarative syntax to express computations. It also simplifies parallel computing, providing a high-level abstraction on top of common parallelization…

编程语言 · 计算机科学 2026-05-25 Filippo Schiavio , Walter Binder

Static analysis is a mature field with applications to bug detection, security analysis, and code optimization, etc. To facilitate these applications, static analysis frameworks play an essential role by providing a series of fundamental…

编程语言 · 计算机科学 2022-08-02 Tian Tan , Yue Li

The notion of complex systems is common to many domains, from Biology to Economy, Computer Science, Physics, etc. Often, these systems are made of sets of entities moving in an evolving environment. One of their major characteristics is the…

数学软件 · 计算机科学 2008-12-18 Yoann Pigné , Antoine Dutot , Frédéric Guinand , Damien Olivier

Static analysis approximates the results of a program by examining only its syntax. For example, control-flow analysis (CFA) determines which syntactic lambdas (for functional languages) or (for object-oriented) methods may be invoked at…

编程语言 · 计算机科学 2021-07-28 Davis Ross Silverman , Yihao Sun , Kristopher Micinski , Thomas Gilray

Cross-device Federated Analytics (FA) is a distributed computation paradigm designed to answer analytics queries about and derive insights from data held locally on users' devices. On-device computations combined with other privacy and…

The Stream API was added in Java 8 to allow the declarative expression of data-processing logic, typically map-reduce-like data transformations on collections and datasets. The Stream API introduces two key abstractions. The stream, which…

编程语言 · 计算机科学 2023-02-21 Eduardo Rosales , Matteo Basso , Andrea Rosà , Walter Binder

Precise estimation of model inference latency is crucial for time-critical mobile edge applications, enabling devices to calculate latency margins against deadlines and trade them for enhanced model performance or resource savings. However,…

硬件体系结构 · 计算机科学 2026-04-20 Jiesong Chen , Jun You , Zhidan Liu , Zhenjiang Li

Organizational leaders are being asked to make high-stakes decisions about AI deployment without dependable evidence of what these systems actually do in the environments they oversee. The predominant AI evaluation ecosystem yields scalable…

计算机与社会 · 计算机科学 2026-03-31 Reva Schwartz , Gabriella Waters

To analyse and verify the safety and security properties of interactive systems, a formal specification might be necessary. There are many types of formal languages and frameworks. The decision regarding what type of formal specification…

形式语言与自动机理论 · 计算机科学 2025-05-15 Maria Spichkova

This paper introduces JAX-FEM, an open-source differentiable finite element method (FEM) library. Constructed on top of Google JAX, a rising machine learning library focusing on high-performance numerical computing, JAX-FEM is implemented…

数学软件 · 计算机科学 2023-06-28 Tianju Xue , Shuheng Liao , Zhengtao Gan , Chanwook Park , Xiaoyu Xie , Wing Kam Liu , Jian Cao

Monitoring the behavior of automated real-time stream processing systems has become one of the most relevant problems in real world applications. Such systems have grown in complexity relying heavily on high dimensional input data, and data…

This paper presents FAMIE, a comprehensive and efficient active learning (AL) toolkit for multilingual information extraction. FAMIE is designed to address a fundamental problem in existing AL frameworks where annotators need to wait for a…

计算与语言 · 计算机科学 2022-05-06 Minh Van Nguyen , Nghia Trung Ngo , Bonan Min , Thien Huu Nguyen

Stream processing is mainstream (again): Widely-used stream libraries are now available for virtually all modern OO and functional languages, from Java to C# to Scala to OCaml to Haskell. Yet expressivity and performance are still lacking.…

编程语言 · 计算机科学 2016-12-21 Oleg Kiselyov , Aggelos Biboudis , Nick Palladinos , Yannis Smaragdakis

Event-driven programming is widely used for implementing user interfaces, web applications, and non-blocking I/O. An event-driven program is organized as a collection of event handlers whose execution is triggered by events. Traditional…

编程语言 · 计算机科学 2019-10-30 Ming-Ho Yee , Ayaz Badouraly , Ondřej Lhoták , Frank Tip , Jan Vitek

Refactorings are structured changes to existing software that leave its externally observable behaviour unchanged. Their intent is to improve readability, performance or other non-behavioural properties. State-of-the-art automatic…

编程语言 · 计算机科学 2017-12-21 Cristina David , Pascal Kesseli , Daniel Kroening

Recent breakthroughs in generative simulation have harnessed Large Language Models (LLMs) to generate diverse robotic task curricula, yet these open-loop paradigms frequently produce linguistically coherent but physically infeasible goals,…

机器人学 · 计算机科学 2026-03-03 Bingchuan Wei , Bingqi Huang , Jingheng Ma , Zeyu zhang , Sen Cui

When task-specific labels are not available, it becomes difficult to select an embedding model for a specific target corpus. Existing labelless measures based on kernel estimators or Gaussian mixes fail in high-dimensional space, resulting…

机器学习 · 计算机科学 2026-04-21 Jingzhou Jiang , Yixuan Tang , Yi Yang , Kar Yan Tam

The process of creating modern Web media experiences is challenged by the need to adapt the content and presentation choices to dynamic real-time fluctuations of user interest across multiple audiences. We introduce FAME - a Framework for…

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