CausalTrace: A Neurosymbolic Causal Analysis Agent for Smart Manufacturing
Fuente:
arXiv
Saved in:
| Main Authors: | Shyalika, Chathurangi, Sharma, Aryaman, Kalach, Fadi El, Jaimini, Utkarshani, Henson, Cory, Harik, Ramy, Sheth, Amit |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
CausalPulse: An Industrial-Grade Neurosymbolic Multi-Agent Copilot for Causal Diagnostics in Smart Manufacturing
by: Shyalika, Chathurangi, et al.
Published: (2026)
by: Shyalika, Chathurangi, et al.
Published: (2026)
HyperCausalLP: Causal Link Prediction using Hyper-Relational Knowledge Graph
by: Jaimini, Utkarshani, et al.
Published: (2024)
by: Jaimini, Utkarshani, et al.
Published: (2024)
Influence of Backdoor Paths on Causal Link Prediction
by: Jaimini, Utkarshani, et al.
Published: (2024)
by: Jaimini, Utkarshani, et al.
Published: (2024)
CausalLP: Learning causal relations with weighted knowledge graph link prediction
by: Jaimini, Utkarshani, et al.
Published: (2024)
by: Jaimini, Utkarshani, 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)
by: Shyalika, Chathurangi, et al.
Published: (2025)
Evaluating the Role of Data Enrichment Approaches Towards Rare Event Analysis in Manufacturing
by: Shyalika, Chathurangi, et al.
Published: (2024)
by: Shyalika, Chathurangi, et al.
Published: (2024)
AssemAI: Interpretable Image-Based Anomaly Detection for Manufacturing Pipelines
by: Prasad, Renjith, et al.
Published: (2024)
by: Prasad, Renjith, et al.
Published: (2024)
IndustryAssetEQA: A Neurosymbolic Operational Intelligence System for Embodied Question Answering in Industrial Asset Maintenance
by: Shyalika, Chathurangi, et al.
Published: (2026)
by: Shyalika, Chathurangi, et al.
Published: (2026)
A Comprehensive Survey on Rare Event Prediction
by: Shyalika, Chathurangi, et al.
Published: (2023)
by: Shyalika, Chathurangi, et al.
Published: (2023)
Knowledge Graphs of Driving Scenes to Empower the Emerging Capabilities of Neurosymbolic AI
by: Wickramarachchi, Ruwan, et al.
Published: (2024)
by: Wickramarachchi, Ruwan, et al.
Published: (2024)
SmartPilot: A Multiagent CoPilot for Adaptive and Intelligent Manufacturing
by: Shyalika, Chathurangi, et al.
Published: (2025)
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)
by: Shyalika, Chathurangi, et al.
Published: (2024)
Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms
by: Farahani, Mojtaba A., et al.
Published: (2023)
by: Farahani, Mojtaba A., et al.
Published: (2023)
Time-Series Forecasting in Smart Manufacturing Systems: An Experimental Evaluation of the State-of-the-art Algorithms
by: Farahani, Mojtaba A., et al.
Published: (2024)
by: Farahani, Mojtaba A., et al.
Published: (2024)
Neurosymbolic AI for Enhancing Instructability in Generative AI
by: Sheth, Amit, et al.
Published: (2024)
by: Sheth, Amit, et al.
Published: (2024)
Results and Retrospective Analysis of the CODS 2025 AssetOpsBench Challenge
by: Patel, Dhaval, et al.
Published: (2026)
by: Patel, Dhaval, et al.
Published: (2026)
Causal-Copilot: An Autonomous Causal Analysis Agent
by: Wang, Xinyue, et al.
Published: (2025)
by: Wang, Xinyue, et al.
Published: (2025)
NESTER: An Adaptive Neurosymbolic Method for Causal Effect Estimation
by: Reddy, Abbavaram Gowtham, et al.
Published: (2022)
by: Reddy, Abbavaram Gowtham, et al.
Published: (2022)
IV Co-Scientist: Multi-Agent LLM Framework for Causal Instrumental Variable Discovery
by: Sheth, Ivaxi, et al.
Published: (2026)
by: Sheth, Ivaxi, et al.
Published: (2026)
AgentTrace: Causal Graph Tracing for Root Cause Analysis in Deployed Multi-Agent Systems
by: Wang, Zhaohui Geoffrey
Published: (2026)
by: Wang, Zhaohui Geoffrey
Published: (2026)
CausalGym: Benchmarking causal interpretability methods on linguistic tasks
by: Arora, Aryaman, et al.
Published: (2024)
by: Arora, Aryaman, et al.
Published: (2024)
Causal Order: The Key to Leveraging Imperfect Experts in Causal Inference
by: Vashishtha, Aniket, et al.
Published: (2023)
by: Vashishtha, Aniket, et al.
Published: (2023)
Causal Feature Selection for Responsible Machine Learning
by: Moraffah, Raha, et al.
Published: (2024)
by: Moraffah, Raha, et al.
Published: (2024)
AssetOpsBench: Benchmarking AI Agents for Task Automation in Industrial Asset Operations and Maintenance
by: Patel, Dhaval, et al.
Published: (2025)
by: Patel, Dhaval, et al.
Published: (2025)
Time, Causality, and Observability Failures in Distributed AI Inference Systems
by: Sharma, Ankur, et al.
Published: (2026)
by: Sharma, Ankur, et al.
Published: (2026)
Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution
by: Binkyte, Ruta, et al.
Published: (2026)
by: Binkyte, Ruta, et al.
Published: (2026)
Analog and Multi-modal Manufacturing Datasets Acquired on the Future Factories Platform
by: Harik, Ramy, et al.
Published: (2024)
by: Harik, Ramy, et al.
Published: (2024)
CausalAgent: A Conversational Multi-Agent System for End-to-End Causal Inference
by: Zhu, Jiawei, et al.
Published: (2026)
by: Zhu, Jiawei, et al.
Published: (2026)
Causal Reasoning and Large Language Models: Opening a New Frontier for Causality
by: Kıcıman, Emre, et al.
Published: (2023)
by: Kıcıman, Emre, et al.
Published: (2023)
Causal Abstraction: A Theoretical Foundation for Mechanistic Interpretability
by: Geiger, Atticus, et al.
Published: (2023)
by: Geiger, Atticus, et al.
Published: (2023)
Analog and Multi-modal Manufacturing Datasets Acquired on the Future Factories Platform V2
by: Harik, Ramy, et al.
Published: (2025)
by: Harik, Ramy, et al.
Published: (2025)
CausalMACE: Causality Empowered Multi-Agents in Minecraft Cooperative Tasks
by: Chai, Qi, et al.
Published: (2025)
by: Chai, Qi, et al.
Published: (2025)
A Domain-Agnostic Neurosymbolic Approach for Big Social Data Analysis: Evaluating Mental Health Sentiment on Social Media during COVID-19
by: Khandelwal, Vedant, et al.
Published: (2024)
by: Khandelwal, Vedant, et al.
Published: (2024)
Agent-Specific Effects: A Causal Effect Propagation Analysis in Multi-Agent MDPs
by: Triantafyllou, Stelios, et al.
Published: (2023)
by: Triantafyllou, Stelios, et al.
Published: (2023)
VR-based Blockchain-enabled Data Visualization Framework For Manufacturing Industry
by: Saha, Nitol, et al.
Published: (2024)
by: Saha, Nitol, et al.
Published: (2024)
ViSTR-GP: Online Cyberattack Detection via Vision-to-State Tensor Regression and Gaussian Processes in Automated Robotic Operations
by: Aftabi, Navid, et al.
Published: (2025)
by: Aftabi, Navid, et al.
Published: (2025)
Causal-Temporal Event Graphs: A Formal Model for Recursive Agent Execution Traces
by: Foldvik, Simon
Published: (2026)
by: Foldvik, Simon
Published: (2026)
CausalFlow: Causal Attribution and Counterfactual Repair for LLM Agent Failures
by: Bonagiri, Akash, et al.
Published: (2026)
by: Bonagiri, Akash, et al.
Published: (2026)
SUS backprop: linear backpropagation algorithm for long inputs in transformers
by: Pankov, Sergey, et al.
Published: (2025)
by: Pankov, Sergey, et al.
Published: (2025)
Curious Causality-Seeking Agents Learn Meta Causal World
by: Zhao, Zhiyu, et al.
Published: (2025)
by: Zhao, Zhiyu, et al.
Published: (2025)
Similar Items
-
CausalPulse: An Industrial-Grade Neurosymbolic Multi-Agent Copilot for Causal Diagnostics in Smart Manufacturing
by: Shyalika, Chathurangi, et al.
Published: (2026) -
HyperCausalLP: Causal Link Prediction using Hyper-Relational Knowledge Graph
by: Jaimini, Utkarshani, et al.
Published: (2024) -
Influence of Backdoor Paths on Causal Link Prediction
by: Jaimini, Utkarshani, et al.
Published: (2024) -
CausalLP: Learning causal relations with weighted knowledge graph link prediction
by: Jaimini, Utkarshani, 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)