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IEEE Transactions on Parallel and Distributed Systems, 2022
In recent years, more and more large-scale data processing and computing workflow applications run on heterogeneous clouds. Such cloud applications with precedence-constrained tasks are usually deadline-constrained and their scheduling is an essential ...
X. Tang +8 more
semanticscholar +1 more source
In recent years, more and more large-scale data processing and computing workflow applications run on heterogeneous clouds. Such cloud applications with precedence-constrained tasks are usually deadline-constrained and their scheduling is an essential ...
X. Tang +8 more
semanticscholar +1 more source
Data & Knowledge Engineering, 1996
Summary: A basic step towards flexibility in workflow systems is the consistent and effective management of workflow evolution, i.e. of changing existing workflows while they are operational. One of the most challenging issue is the handling of running instances when their schemata are modified: simple solutions can be devised, but they often imply ...
Fabio Casati +3 more
openaire +2 more sources
Summary: A basic step towards flexibility in workflow systems is the consistent and effective management of workflow evolution, i.e. of changing existing workflows while they are operational. One of the most challenging issue is the handling of running instances when their schemata are modified: simple solutions can be devised, but they often imply ...
Fabio Casati +3 more
openaire +2 more sources
An Effective Cloud Workflow Scheduling Approach Combining PSO and Idle Time Slot-Aware Rules
IEEE/CAA Journal of Automatica Sinica, 2021Workflow scheduling is a key issue and remains a challenging problem in cloud computing. Faced with the large number of virtual machine (VM) types offered by cloud providers, cloud users need to choose the most appropriate VM type for each task. Multiple
Yun Wang, Xingquan Zuo
semanticscholar +1 more source
RLHF Workflow: From Reward Modeling to Online RLHF
Trans. Mach. Learn. Res.We present the workflow of Online Iterative Reinforcement Learning from Human Feedback (RLHF) in this technical report, which is widely reported to outperform its offline counterpart by a large margin in the recent large language model (LLM) literature ...
Hanze Dong +9 more
semanticscholar +1 more source
Real-Time Multiple-Workflow Scheduling in Cloud Environments
IEEE Transactions on Network and Service Management, 2021With the development of cloud computing, an increasing number of applications in different fields have been deployed to the cloud. In this process, the real-time scheduling of multiple workflows composed of tasks from these different applications must ...
Xiaojin Ma +3 more
semanticscholar +1 more source
AFlow: Automating Agentic Workflow Generation
International Conference on Learning RepresentationsLarge language models (LLMs) have demonstrated remarkable potential in solving complex tasks across diverse domains, typically by employing agentic workflows that follow detailed instructions and operational sequences.
Jiayi Zhang +13 more
semanticscholar +1 more source
International Conference on Machine Learning
Despite the potential of language model-based agents to solve real-world tasks such as web navigation, current methods still struggle with long-horizon tasks with complex action trajectories.
Z. Z. Wang +3 more
semanticscholar +1 more source
Despite the potential of language model-based agents to solve real-world tasks such as web navigation, current methods still struggle with long-horizon tasks with complex action trajectories.
Z. Z. Wang +3 more
semanticscholar +1 more source
2009
During the design of any information system, it is important to balance between flexibility and support. This is of particular importance when designing process-aware information systems. On the one hand, userswant to have support from the system to conduct their daily activities in a more efficient and effective manner.
Pesic, M. +2 more
openaire +2 more sources
During the design of any information system, it is important to balance between flexibility and support. This is of particular importance when designing process-aware information systems. On the one hand, userswant to have support from the system to conduct their daily activities in a more efficient and effective manner.
Pesic, M. +2 more
openaire +2 more sources
AutoFlow: Automated Workflow Generation for Large Language Model Agents
arXiv.orgRecent advancements in Large Language Models (LLMs) have shown significant progress in understanding complex natural language. One important application of LLM is LLM-based AI Agent, which leverages the ability of LLM as well as external tools for ...
Zelong Li +8 more
semanticscholar +1 more source

