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20 results for “Understanding of scientific workflows”

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cs.DCEmpiricalRecentJul 12, 2026

Ichnos+: Estimating the Carbon Footprint of Scientific Workflows Using Fitted Power Models

Kathleen West, Youssef Moawad, Philipp Thamm, Vasilis Bountris +4 more

This paper introduces Ichnos+, a system to estimate the environmental footprint of Nextflow scientific workflows using post-hoc analysis and node-specific power models.

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cs.DCEmpiricalRecentJul 21, 2026

A User-oriented Portable, Reproducible, and Scalable Software Ecosystem

Alfio Lazzaro, Utz-Uwe Haus, Sandrine Charousset, Nina Mujkanovic

This paper presents a software ecosystem enabling consistent development environments for running workflows across diverse hardware platforms.

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cs.HCTheoreticalRecentJun 23, 2026

A Dynamic Coupling Theory of Expertise Through Thinking Flow and Workflow Evolution

Annie Yuan

This paper proposes Workflow Cognition as a theoretical framework for explaining expertise as a dynamic cognitive phenomenon.

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cs.AIcs.PLcs.SETheoreticalRecentJul 9, 2026

Workflow as Knowledge: Semantic Persistence for LLM-Mediated Workflows

Emanuele Quinto, Carlo Andrea Rozzi, Francesco Zanitti

This paper proposes a conceptual model for large language model workflows, represented as persistent knowledge objects with a distinction between deterministic computation and mediated judgment.

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cs.CLcs.IREmpiricalRecentJul 1, 2026

Multi-Turn Agentic Scientific Literature Search via Workflow Induction

Jisen Li, Bingxuan Li, Nanyi Jiang, Xuying Ning +9 more

PaperPilot is an interactive literature search agent that constructs an executable DAG of paper-search operators based on user queries and feedback, improving search results and reducing errors.

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cs.DCcs.SETheoreticalRecentJun 19, 2026

Bridging Design and Execution: A Visual Graph Editor for Edge and Cloud Workflows

Katarina-Glorija Grujić, Nikola Stanković, Maja Vukasović, Miloš Simić

This paper introduces a domain-specific visual graph editor for designing modular applications in edge and cloud computing environments, enabling users to model kernels, shared memory nodes, and event…

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cs.AIcs.CYcs.MAEmpiricalRecentJun 29, 2026

Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaboration

Zihan Guo, Zeyi Chen, Zhiyu Chen, Zicai Cui +14 more

This paper presents Clarus, a collaboration infrastructure for coordinating autonomous research agents towards web-scale scientific collaboration.

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cs.HCEmpiricalRecentJun 23, 2026

Optimizing Visual Analytics Workflows: From Theory to Practice

Philip Beaucamp, Alfie Abdul-Rahman, Rita Borgo, Wolfgang Jentner +4 more

This paper investigates ways to transform a theory-based methodology for optimizing visual analytics workflows from theory to practice using case studies.

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cs.AIcs.DCcs.MAEmpiricalRecentJun 18, 2026

Process-Reward Tactic Evolution for Long-Horizon Bioinformatics Workflows

Lingzhi Yang, Yubo Fan, Song Wu, Gilchan Park

This paper proposes Process-Reward Tactic Evolution, a framework for training LLM agents to execute long-horizon bioinformatics workflows in Galaxy using verified workflow rollouts and process verifie…

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cs.AIRecentMay 29, 2026

AutoSci: A Memory-Centric Agentic System for the Full Scientific Research Lifecycle

Weitong Qian, Beicheng Xu, Zhongao Xie, Bowen Fan +15 more

AutoSci is a memory-centric agentic system designed to automate the entire scientific research lifecycle by integrating structured memory, multi-stage execution, and continuous self-improvement.

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cs.NEcs.AIcs.CESurveyRecentJul 10, 2026

Evolutionary Intelligence for Scientific Discovery: From Evolutionary Computation to Cumulative Discovery Systems

Chao Wang, Lingling Li, Fang Liu, Licheng Jiao

This paper proposes Evolutionary Intelligence (EI) for scientific discovery, which links candidate refinement with experience retention across evolutionary cycles.

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cs.DCcs.MATheoreticalRecentJul 3, 2026

A Workflow-Aware Serving Layer for Agentic Applications

Jiayi Qian, Zishen Wan, Hanchen Yang, Chun Tao +2 more

The paper presents Dyserve, a workflow-aware serving layer for agentic AI applications that compiles per-node model and verifier choices into an integer linear program, allowing for efficient model se…

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cs.CRcs.AIcs.PLRecentMay 1, 2026

Certified Purity for Cognitive Workflow Executors: From Static Analysis to Cryptographic Attestation

Alan L. McCann

The paper introduces a certified purity architecture that strengthens governance in cognitive workflow systems by replacing insufficient runtime checks with cryptographically attested structural guara…

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cs.SEcs.AIcs.DCEmpiricalRecentJul 8, 2026

Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production

Arun Malik

This paper introduces progressive crystallization, a lifecycle for AI agents in IT operations that converts validated agent behaviors into cheaper and more reproducible deterministic workflows, increa…

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cs.AIcs.LGRecentMay 27, 2026

ProvMind: Provenance-grounded reasoning for materials synthesis

Yiming Zhang, Ryo Tamura, Koji Tsuda

The paper introduces ProvMind, a provenance-grounded reasoning framework that significantly improves materials synthesis process optimization by accurately predicting optimal synthesis routes under ch…

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cs.AIRecentMay 31, 2026

Science Earth: Towards A Planet-Scale Operating System for AI-Native Scientific Discovery

Zhe Zhao, Haibin Wen, Yingcheng Wu, Jiaming Ma +9 more

The paper introduces Science Earth, a planet-scale scientific runtime that enables diverse, siloed AI capabilities to connect and collaborate dynamically, demonstrating that scientific discovery can b…

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