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Large Language Models (LLMs), such as OpenAI's o1-series have demonstrated compelling capabilities for complex reasoning tasks via the extended chain-of-thought (CoT) reasoning mechanism. However, recent studies reveal substantial…

Computation and Language · Computer Science 2025-10-28 Runjin Chen , Zhenyu Zhang , Junyuan Hong , Souvik Kundu , Zhangyang Wang

Continual Learning (CL) is the process of learning ceaselessly a sequence of tasks. Most existing CL methods deal with independent data (e.g., images and text) for which many benchmark frameworks and results under standard experimental…

Machine Learning · Computer Science 2024-10-31 Jihoon Ko , Shinhwan Kang , Taehyung Kwon , Heechan Moon , Kijung Shin

We present HiCR, a model to represent the semantics of distributed heterogeneous applications and runtime systems. The model describes a minimal set of abstract operations to enable hardware topology discovery, kernel execution, memory…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-03 Sergio Miguel Martin , Luca Terracciano , Kiril Dichev , Noah Baumann , Jiashu Lin , Albert-Jan Yzelman

The x86isa library, incorporated in the ACL2 community books project, provides a formal model of the x86 instruction-set architecture and supports reasoning about x86 machine-code programs. However, analyzing x86 programs can be daunting --…

Programming Languages · Computer Science 2017-05-04 Shilpi Goel

The CMS experiment will comprise several very large high resolution detectors for physics. Each detector may be constructed of well over a million parts and will be produced and assembled during the next decade by specialised centres…

Instrumentation and Detectors · Physics 2007-05-23 J-M Le Goff , J-P Vialle , A Bazan , T Le Flour , S Lieunard , D Rousset , R McClatchey , N Baker , H Heath , Z Kovacs , E Leonardi , G Barone , G Organtini

The SEMAT kernel is a thoroughly thought generic framework for Software Engineering system development in practice. But one should be able to test its characteristics by means of a no less generic theory matching the SEMAT kernel. This…

Software Engineering · Computer Science 2014-03-18 Iaakov Exman

The traditional approach in HEP analysis software is to loop over every event and every object via the ROOT framework. This method follows an imperative paradigm, in which the code is tied to the storage format and steps of execution. A…

Data Analysis, Statistics and Probability · Physics 2021-09-08 Mason Proffitt , Gordon Watts

Large Language Models (LLMs) have emerged as powerful tools capable of understanding and generating human-like text, offering transformative potential across diverse domains. The Security Operations Center (SOC), responsible for…

Cryptography and Security · Computer Science 2025-09-23 Ali Habibzadeh , Farid Feyzi , Reza Ebrahimi Atani

As private space companies such as SpaceX and Telesat are building large LEO satellite constellations to provide global broadband Internet access, researchers have proposed to embed compute services within satellite constellations to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-04-15 Tobias Pfandzelter , David Bermbach

The Large Hadron Collider (LHC) at CERN has generated in the last decade an unprecedented volume of data for the High-Energy Physics (HEP) field. Scientific collaborations interested in analysing such data very often require computing power…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-03 Jacek Kuśnierz , Vincenzo Eduardo Padulano , Maciej Malawski , Kamil Burkiewicz , Enric Tejedor Saavedra , Pedro Alonso-Jordá , Michael Pitt , Valentina Avati

Heraklit is an ongoing research program and development project aimed at creating an infrastructure for modeling large-scale, computer-integrated systems. We discuss the key requirements for such models (hierarchies, user view,…

Software Engineering · Computer Science 2022-05-23 Peter Fettke , Wolfgang Reisig

Designing secure architectures for system-on-chip (SoC) platforms is a highly intricate and time-intensive task, often requiring months of development and meticulous verification. Even minor architectural oversights can lead to critical…

Hardware Architecture · Computer Science 2025-07-16 Kshitij Raj , Atri Chatterjee , Patanjali SLPSK , Swarup Bhunia , Sandip Ray

Cloud computing is an emerging platform of service computing designed for swift and dynamic delivery of assured computing resources. Cloud computing provide Service-Level Agreements (SLAs) for guaranteed uptime availability for enabling…

Software Engineering · Computer Science 2010-04-13 T. Vengattaraman , P. Dhavachelvan , R. Baskaran

SAGE (Percipient StorAGe for Exascale Data Centric Computing) is a European Commission funded project towards the era of Exascale computing. Its goal is to design and implement a Big Data/Extreme Computing (BDEC) capable infrastructure with…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-18 Sai Narasimhamurthy , Nikita Danilov , Sining Wu , Ganesan Umanesan , Steven Wei-der Chien , Sergio Rivas-Gomez , Ivy Bo Peng , Erwin Laure , Shaun de Witt , Dirk Pleiter , Stefano Markidis

Large language models (LLMs) have demonstrated remarkable performance, yet their diverse strengths and weaknesses prevent any single LLM from achieving dominance across all tasks. Ensembling multiple LLMs is a promising approach to generate…

Computation and Language · Computer Science 2025-03-17 Jiaxin Zhang , Zhuohang Li , Wendi Cui , Kamalika Das , Bradley malin , Sricharan Kumar

In this paper we provide a survey of various libraries for homomorphic encryption. We describe key features and trade-offs that should be considered while choosing the right approach for secure computation. We then present a comparison of…

Cryptography and Security · Computer Science 2018-12-10 Sai Sri Sathya , Praneeth Vepakomma , Ramesh Raskar , Ranjan Ramachandra , Santanu Bhattacharya

The end of Dennard scaling combined with stagnation in architectural and compiler optimizations makes it challenging to achieve significant performance deltas. Solutions based solely in hardware or software are no longer sufficient to…

The Key4hep project aims to provide a turnkey software solution for the full experiment lifecycle, based on established community tools. Several future collider communities (CEPC, CLIC, EIC, FCC, and ILC) have joined to develop and adapt…

As cloud environments become widespread, cybersecurity has emerged as a top priority across areas such as networks, communication, data privacy, response times, and availability. Various sectors, including industries, healthcare, and…

Software Engineering · Computer Science 2025-06-11 Sabbir M. Saleh , Nazim Madhavji , John Steinbacher

Existing reinforcement learning environment libraries use monolithic environment classes, provide shallow methods for altering agent observation and action spaces, and/or are tied to a specific simulation environment. The Core Reinforcement…