Cover Image

Results and Retrospective Analysis of the CODS 2025 AssetOpsBench Challenge

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Patel, Dhaval, Shyalika, Chathurangi, Yarrabothula, Suryanarayana Reddy, Yue, Ling, Lin, Shuxin, Zhou, Nianjun, Rayfield, James
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

AssetOpsBench: Benchmarking AI Agents for Task Automation in Industrial Asset Operations and Maintenance
by: Patel, Dhaval, et al.
Published: (2025)

IndustryAssetEQA: A Neurosymbolic Operational Intelligence System for Embodied Question Answering in Industrial Asset Maintenance
by: Shyalika, Chathurangi, et al.
Published: (2026)

Towards Automated Solution Recipe Generation for Industrial Asset Management with LLM
by: Zhou, Nianjun, et al.
Published: (2024)

Chat-of-Thought: Collaborative Multi-Agent System for Generating Domain Specific Information
by: Constantinides, Christodoulos, et al.
Published: (2025)

Fine-Tuned Thoughts: Leveraging Chain-of-Thought Reasoning for Industrial Asset Health Monitoring
by: Lin, Shuxin, et al.
Published: (2025)

A Comprehensive Survey on Rare Event Prediction
by: Shyalika, Chathurangi, et al.
Published: (2023)

Towards Building General Purpose Embedding Models for Industry 4.0 Agents
by: Constantinides, Christodoulos, et al.
Published: (2025)

CausalPulse: An Industrial-Grade Neurosymbolic Multi-Agent Copilot for Causal Diagnostics in Smart Manufacturing
by: Shyalika, Chathurangi, et al.
Published: (2026)

From Static Templates to Dynamic Runtime Graphs: A Survey of Workflow Optimization for LLM Agents
by: Yue, Ling, et al.
Published: (2026)

Evaluating the Role of Data Enrichment Approaches Towards Rare Event Analysis in Manufacturing
by: Shyalika, Chathurangi, et al.
Published: (2024)

Toward a Trustworthy Optimization Modeling Agent via Verifiable Synthetic Data Generation
by: Lima, Vinicius, et al.
Published: (2025)

Code-Guided Reasoning for Small Language Models: Evaluating Executable MCQA Scaffolds
by: Biswas, Prateek, et al.
Published: (2026)

CausalTrace: A Neurosymbolic Causal Analysis Agent for Smart Manufacturing
by: Shyalika, Chathurangi, et al.
Published: (2025)

Time Series Foundational Models: Their Role in Anomaly Detection and Prediction
by: Shyalika, Chathurangi, et al.
Published: (2024)

LLM Assisted Anomaly Detection Service for Site Reliability Engineers: Enhancing Cloud Infrastructure Resilience
by: Jha, Nimesh, et al.
Published: (2025)

DiagnosticIQ: A Benchmark for LLM-Based Industrial Maintenance Action Recommendation from Symbolic Rules
by: De Silva, Devin Yasith, et al.
Published: (2026)

Evidence-Driven Reasoning for Industrial Maintenance Using Heterogeneous Data
by: O'Donncha, Fearghal, et al.
Published: (2026)

Using the OPAC (Online Public Access Catalog) Today To Find Information on the World Wide Web.
by: Rayfield, Susan
Published: (1997)

Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoring
by: Gil, Natalia Martinez, et al.
Published: (2026)

AssemAI: Interpretable Image-Based Anomaly Detection for Manufacturing Pipelines
by: Prasad, Renjith, et al.
Published: (2024)

NSF-MAP: Neurosymbolic Multimodal Fusion for Robust and Interpretable Anomaly Prediction in Assembly Pipelines
by: Shyalika, Chathurangi, et al.
Published: (2025)

Building New Clubhouses: Bridging Refugee and Migrant Women into Technology Design and Production by Leveraging Assets
by: Hedditch, Sonali, et al.
Published: (2024)

CODS : A Theoretical Model for Computational Design Based on Design Space
by: Cao, Nan, et al.
Published: (2025)

FailureSensorIQ: A Multi-Choice QA Dataset for Understanding Sensor Relationships and Failure Modes
by: Constantinides, Christodoulos, et al.
Published: (2025)

SmartPilot: A Multiagent CoPilot for Adaptive and Intelligent Manufacturing
by: Shyalika, Chathurangi, et al.
Published: (2025)

SPIN: Structural LLM Planning via Iterative Navigation for Industrial Tasks
by: Ozaki, Yusuke, et al.
Published: (2026)

MCP-Cosmos: World Model-Augmented Agents for Complex Task Execution in MCP Environments
by: Ganapavarapu, Giridhar, et al.
Published: (2026)

SAGE: Hierarchical LLM-Based Literary Evaluation through Ontology-Grounded Interpretive Dimensions
by: Wang, Tianyu, et al.
Published: (2026)

Machine Learning for Physical Simulation Challenge Results and Retrospective Analysis: Power Grid Use Case
by: Leyli-Abadi, Milad, et al.
Published: (2025)

The CCF AATC 2025 Speech Restoration Challenge: A Retrospective
by: Zhang, Junan, et al.
Published: (2025)

Cloud-OpsBench: A Reproducible Benchmark for Agentic Root Cause Analysis in Cloud Systems
by: Wang, Yilun, et al.
Published: (2026)

A Survey on AgentOps: Categorization, Challenges, and Future Directions
by: Wang, Zexin, et al.
Published: (2025)

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools
by: Feng, Tianjun, et al.
Published: (2026)

Enhancing Computer Programming Education with LLMs: A Study on Effective Prompt Engineering for Python Code Generation
by: Wang, Tianyu, et al.
Published: (2024)

CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education
by: Wang, Tianyu, et al.
Published: (2025)

Sixty Years of Mechanical Alloying—Past Achievements, Current Challenges, and Future Prospects
by: Challapalli Suryanarayana, et al.
Published: (2024)

A Mixed Method Study of DevOps Challenges
by: Tanzil, Minaoar Hossain, et al.
Published: (2024)

SoccerNet 2025 Challenges Results
by: Giancola, Silvio, et al.
Published: (2025)

On Arrival: Challenges and Opportunities Around Early-Stage Resettlement of Refugees in Australia
by: Song, Pinyao, et al.
Published: (2024)

An Extensive Analysis of the Singing Voice Conversion Challenge 2025 Evaluation Results
by: Violeta, Lester Phillip, et al.
Published: (2025)