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🔍 computing methodologies 📂 Computer Science
Showing 33594 results for "computing methodologies" in Computer Science
Computer Science Preprint PDF DOI

Automated Tactics for Polynomial Reasoning in Lean 4

Hao Shen, Junyu Guo, Junqi Liu, Lihong Zhi · 2026

Applying Gr\"obner basis theory to concrete problems in Lean 4 remains difficult since the current formalization of multivariate polynomials is based on a non-computable representation and is therefor…

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Computer Science Preprint PDF DOI

Event Tensor: A Unified Abstraction for Compiling Dynamic Megakernel

Hongyi Jin, Bohan Hou, Guanjie Wang, Ruihang Lai, Jinqi Chen, Zihao Ye, Yaxing Cai, Yixin Dong, Xinhao Cheng, Zhihao Zhang, Yilong Zhao, Yingyi Huang, Lijie Yang, Jinchen Jiang, Gabriele Oliaro, Jianan Ji, Xupeng Miao, Vinod Grover, Todd C. Mowry, Zhihao Jia, Tianqi Chen · 2026

Modern GPU workloads, especially large language model (LLM) inference, suffer from kernel launch overheads and coarse synchronization that limit inter-kernel parallelism. Recent megakernel techniques …

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Computer Science Preprint PDF DOI

Tensor Memory Engine: On-the-fly Data Reorganization for Ideal Locality

Denis Hoornaert, Cole Strickler, Manos Athanassoulis, Marco Caccamo, Heechul Yun, Renato Mancuso · 2026

The shift to data-intensive processing from the cloud to the edge has introduced new challenges and expectations for the next generation of intelligent computing systems. As the memory wall continues …

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Computer Science Preprint PDF DOI

The Missing Pillar in Quantum-Safe 6G: Regulation and Global Compliance

Adnan Aijaz · 2026

Sixth-generation (6G) mobile networks are expected to operate for multiple decades, supporting mission-critical and globally federated digital services. This long operational horizon coincides with ra…

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Computer Science Preprint PDF DOI

Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems

Jiacheng Liu, Xiaohan Zhao, Xinyi Shang, Zhiqiang Shen · 2026

Claude Code is an agentic coding tool that can run shell commands, edit files, and call external services on behalf of the user. This study describes its comprehensive architecture by analyzing the pu…

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Computer Science Preprint PDF DOI

Improving Network Clock Synchronization by Marking Congestion

Yash Deshpande, Quirin Vogel, Laura Becker, Kaan Aykurt, Wolfgang Kellerer · 2026

Achieving consistent time across devices in distributed systems often involves exchanging timestamped messages over a network. Precise time synchronization is crucial for applications such as cellular…

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Computer Science Preprint PDF DOI

Pricing-Driven Resource Allocation in the Computing Continuum

Alejandro Garcia-Fernandez, Boris Sedlak, Jose Antonio Parejo, Pantelis Frangoudis, Antonio Ruiz-Cortes, Schahram Dustdar · 2026

Deploying applications across the computing continuum requires selecting infrastructure nodes from geographically distributed and heterogeneous environments while satisfying constraints (e.g., perform…

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Computer Science Preprint PDF DOI

LLMs Are Not a Silver Bullet: A Case Study on Software Fairness

Xinyue Li, Sixuan Li, Ying Xiao, Jie M. Zhang, Zhou Yang, Xuanzhe Liu, Zhenpeng Chen · 2026

Fairness is a critical requirement for human-related, high-stakes software systems, motivating extensive research on bias mitigation. Prior work has largely focused on tabular data settings using trad…

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Computer Science Preprint PDF DOI

Topology Understanding of B-Spline Surface/Surface Intersection with Mapper

Chenming Gao, Hongwei Lin, Gengchen Li · 2026

In the realm of computer-aided design (CAD) software, the intersection of B-spline surfaces stands as a fundamental operation. Despite the extensive history of surface intersection algorithms, the cha…

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Computer Science Preprint PDF DOI

Anchor-Aided Multi-User Semantic Communication with Adaptive Decoders

Loc X. Nguyen, Phuong-Nam Tran, Trung Thanh Pham, Avi Deb Raha, Eui-Nam Huh, Zhu Han, Choong Seon Hong · 2026

Semantic communication (SemCom) is accelerating its momentum to catch up with the massive increase in users' demands in both quantity and quality, with the assistance of advanced deep learning (DL) te…

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Computer Science Preprint PDF DOI

Beyond Pre-Training: The Full Lifecycle of Foundation Models on HPC Systems

Dino Conciatore, Elia Oggian, Federico Da Forno, Stefano Schuppli, Jerome Tissieres, Joost VandeVondele, Maxime Martinasso · 2026

Large-scale pre-training of Foundational Models (FM) constitutes a computationally intensive first phase for enabling AI across diverse scientific and societal applications. This first phase has posit…

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Computer Science Preprint PDF DOI

Adaptive Query Routing: A Tier-Based Framework for Hybrid Retrieval Across Financial, Legal, and Medical Documents

Afshan Hashmi · 2026

Retrieval-Augmented Generation (RAG) has become the standard paradigm for grounding Large Language Model outputs in external knowledge. Lumer et al. [1] presented the first systematic evaluation compa…

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Computer Science Preprint PDF DOI

Compiling Activation Steering into Weights via Null-Space Constraints for Stealthy Backdoors

Rui Yin, Tianxu Han, Naen Xu, Changjiang Li, Ping He, Chunyi Zhou, Jun Wang, Zhihui Fu, Tianyu Du, Jinbao Li, Shouling Ji · 2026

Safety-aligned large language models (LLMs) are increasingly deployed in real-world pipelines, yet this deployment also enlarges the supply-chain attack surface: adversaries can distribute backdoored …

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Computer Science Preprint PDF DOI

LightMat-HP: A Photonic-Electronic System for Accelerating General Matrix Multiplication With Configurable Precision

Hailong Gong, Haibo Zhang, Amanda S. Barnard, Mahbub Hassan, Matt Woolley, Rajkumar Buyya · 2026

Matrix multiplication is a fundamental kernel in large-scale artificial intelligence and scientific computing, but its performance on conventional electronic accelerators is increasingly constrained b…

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Computer Science Preprint PDF DOI

A Periodic Space of Distributed Computing: Vision & Framework

Mohsen Amini Salehi, Adel N. Tousi, Hai Duc Nguyen, Murtaza Rangwala, Omar Rana, Tevfik Kosar, Valeria Cardellini, Rajkumar Buyya · 2026

Advances in networking and computing technologies throughout the early decades of the 21st century have transformed long-standing dreams of pervasive communication and computation into reality. These …

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Computer Science Preprint PDF DOI

Fully Homomorphic Encryption on Llama 3 model for privacy preserving LLM inference

Anes Abdennebi, Nadjia Kara, Laaziz Lahlou · 2026

The applications of Generative Artificial Intelligence (GenAI) and their intersections with data-driven fields, such as healthcare, finance, transportation, and information security, have led to signi…

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Computer Science Preprint PDF DOI

Accelerating Microswimmer Simulations via a Heterogeneous Pipelined Parallel-in-Time Framework

Ruixiang Huang, Weifan Liu · 2026

Simulating large-scale microswimmer dynamics in viscous fluid poses significant challenges due to the coupled high spatial and temporal complexity. Conventional high-performance computing (HPC) method…

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Computer Science Preprint PDF DOI

Robust Reasoning and Learning with Brain-Inspired Representations under Hardware-Induced Nonlinearities

William Youngwoo Chung, Hamza Errahmouni Barkam, Tamoghno Das, Mohsen Imani · 2026

Traditional machine learning depends on high-precision arithmetic and near-ideal hardware assumptions, which is increasingly challenged by variability in aggressively scaled semiconductor devices. Com…

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Computer Science Preprint PDF DOI

Understanding Large-Scale HPC System Behavior Through Cluster-Based Visual Analytics

Allison Austin, Shilpika, Yan To Linus Lam, Yun-Hsin Kuo, Venkatram Vishwanath, Michael E. Papka, Kwan-Liu Ma · 2026

In high-performance computing (HPC) environments, system monitoring data is often unlabeled and high-dimensional, making it difficult to reliably detect and understand anomalous computing nodes. The g…

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Computer Science Preprint PDF DOI

When Drawing Is Not Enough: Exploring Spontaneous Speech with Sketch for Intent Alignment in Multimodal LLMs

Weiyan Shi, Dorien Herremans, Kenny Tsu Wei Choo · 2026

Early-stage design ideation often relies on rough sketches created under time pressure, leaving much of the designer's intent implicit. In practice, designers frequently speak while sketching, verball…

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