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Tumma Srinivasa Rao

Gudlavalleru Engineering College - Computer Science Department

India

SCHOLARLY PAPERS

1

DOWNLOADS

28

TOTAL CITATIONS

0

Scholarly Papers (1)

Unifying Temporal Reasoning and Agentic Machine Learning: A Framework for Proactive Fault Detection in Dynamic, Data-Intensive Environments

Number of pages: 17 Posted: 07 May 2025
Independent, Gudlavalleru Engineering College - Computer Science Department, Independent, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 28 (1,385,838)

Abstract:

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Time Series Data, Fault Detection, Temporal Dependencies, Asymmetric Agents, Synchronicity, Time Granularity, Alarm Tuning, Anomaly Detection, Temporal Logic, Temporal Pattern Mining, Multiagent Reinforcement Learning, Agentic ML, Temporal Reasoning, Explanatory Models, Temporal Agentic Fault Detection, Proactive Alerts, False Positives, Complex Nonstationary Environments, Research Collaboration, Temporal Model, Multi-Criteria Time-Based Search, Temporal Multi-Armed Bandit Functions, Semantic Entity Relationships, Agentic Objective Functions, Temporal Scale, Immediate to Multiweek Backup