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2026 顶会论文

作者位次 #4/6ICLR 2026Poster· Applications / Time Series

Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoring.

Natalia Martinez Gil · Fearghal O&#x27;Donncha · Wesley Gifford · Nianjun Zhou · Dhaval Patel · Roman Vaculin

作者位次 #2/7ACL 2026Poster· ACL Industry Track

Evidence-Driven Reasoning for Industrial Maintenance Using Heterogeneous Data

Fearghal O’Donncha · Nianjun Zhou · Natalia Martinez · James T. Rayfield · Fenno F. Heath III · Abigail Langbridge · Roman Vaculin

摘要

Industrial maintenance platforms contain rich but fragmented evidence, including free-text work orders, heterogeneous operational sensors or indicators, and structured failure knowledge. These sources are often analyzed in isolation, producing alerts or forecasts that do not support conditional d...

推理智能体与工具检索与知识OpenReview 项目页

作者位次 #4/10KDD 2026Oral· Knowledge Discovery & Data Mining

AssetOpsBench: A Real-World Evaluation Benchmark for AI-Driven Task Automation in Industrial Asset Management

Dhaval Patel · Shuxin Lin · James T. Rayfield · Nianjun Zhou · Chathurangi Shyalika · Suryanarayana Reddy Yarrabothula · Roman Vaculin · Natalia Martinez · Fearghal O’Donncha · Jayant Kalagnanam

评测与基准检索与知识OpenReview

一作AAAI 2026Poster· Artificial Intelligence

Deployed AI Agents for Industrial Asset Management: CodeReAct Framework for Event Analysis and Work Order Automation

Nianjun Zhou · Dhaval Patel · Anamitra Bhattacharyya

智能体与工具OpenReview

作者位次 #2/6AAAI 2026Poster· Artificial Intelligence

AssetOpsBench-Live: Privacy-Aware Online Evaluation of Multi-Agent Performance in Industrial Operations

Dhaval Patel · Nianjun Zhou · Shuxin Lin · James T. Rayfield · Chathurangi Shyalika · Suryanarayana Reddy Yarrabothula

智能体与工具安全评测与基准OpenReview

Nianjun Zhou

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