TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud | Paper Citation Record

Observation 1ea87294-8617-4f94-b8aa-07a524d0e4e9 · outbound

This paper cites https://anytree.readthedocs.io/en/ latest/.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud https://anytree.readthedocs.io/en/ latest/

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.938983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 48134595-033c-4b28-9a22-f82da0557e3f · outbound

This paper cites GPT-4 Technical Report.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud GPT-4 Technical Report

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-05-19T11:57:16.364893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation c01396c9-0ea5-4ed5-90cc-eaf298e3f46d · outbound

This paper cites Recommending root-cause and mitigation steps for cloud incidents using large language models.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Recommending root-cause and mitigation steps for cloud incidents using large language models

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.931190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 61d78aa5-c087-4d04-9244-f1456788a2d7 · outbound

This paper cites AMD Instinct MI200 Series Acceler- ators.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud AMD Instinct MI200 Series Acceler- ators

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.933084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 3744e752-158a-4b61-b976-7f3460df8d04 · outbound

This paper cites Nissist: An Incident Mitigation Copilot based on Troubleshooting Guides.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Nissist: An Incident Mitigation Copilot based on Troubleshooting Guides

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.368227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation d61df310-7a1e-4d7c-b31d-ab2660b466a0 · outbound

This paper cites Fire-flyer ai-hpc: A cost- effective software-hardware co-design for deep learn- ing.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Fire-flyer ai-hpc: A cost- effective software-hardware co-design for deep learn- ing

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.920566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 628d1469-bee1-498c-8d8f-2594d5b43be7 · outbound

This paper cites Linux demsg command.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Linux demsg command

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.913054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation a223a5da-f762-4909-898a-ef58803dba2d · outbound

This paper cites Continuous incident triage for large- scale online service systems.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Continuous incident triage for large- scale online service systems

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.944721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation cfc2ba5b-264b-46e7-b503-7264eef8a087 · outbound

This paper cites How incidental are the incidents? characterizing and prioritizing incidents for 13 large-scale online service systems.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud How incidental are the incidents? characterizing and prioritizing incidents for 13 large-scale online service systems

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.911175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 1e0ee4e0-f302-4d80-869b-9f278860307e · outbound

This paper cites Automatic root cause analysis via large language models for cloud incidents.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Automatic root cause analysis via large language models for cloud incidents

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.947388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 1e67b6b5-76ce-46aa-9997-b8016708a72e · outbound

This paper cites Minder: Faulty Machine Detection for Large-scale Distributed Model Training.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Minder: Faulty Machine Detection for Large-scale Distributed Model Training

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.338164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation ebe599c5-5e77-4a62-8cc8-ff244696aec8 · outbound

This paper cites {AutoARTS}: Taxonomy, insights and tools for root cause labelling of incidents in microsoft azure.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud {AutoARTS}: Taxonomy, insights and tools for root cause labelling of incidents in microsoft azure

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.916750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 3c2270ac-95b0-4dd1-86f3-248095bc7516 · outbound

This paper cites The Llama 3 Herd of Models.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud The Llama 3 Herd of Models

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-05-19T11:57:16.370882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 705ba156-f436-4eb9-886d-61d766143db5 · outbound

This paper cites {Check-N-Run}: A checkpointing system for training deep learning recommendation models.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud {Check-N-Run}: A checkpointing system for training deep learning recommendation models

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.940832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 254ce67f-7c3e-45f9-b49b-c109cd03a4ba · outbound

This paper cites GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-05-19T11:57:16.362323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 531e10cd-6ce7-47b3-bf5f-a7b661b32acd · outbound

This paper cites Scouts: Improving the diagnosis process through domain-customized incident routing.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Scouts: Improving the diagnosis process through domain-customized incident routing

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.929196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation f6e837c7-151f-4b97-aa28-e6c3196ea687 · outbound

This paper cites How to fight production incidents? an empirical study on a large-scale cloud service.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud How to fight production incidents? an empirical study on a large-scale cloud service

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.926429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 6ab05f2e-e2d4-4e69-88bb-7613dbe91c8b · outbound

This paper cites Pingmesh: A large-scale system for data center network latency measurement and analysis.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Pingmesh: A large-scale system for data center network latency measurement and analysis

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.937189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 9cd0c6cf-bf93-4629-b371-d6beeb464cd6 · outbound

This paper cites A holistic view of ai-driven network incident management.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud A holistic view of ai-driven network incident management

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.924577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 0eb15fed-278a-40c3-a616-fddfda9f6bbc · outbound

This paper cites Similarity measures for text doc- ument clustering.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Similarity measures for text doc- ument clustering

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.914875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 0839341d-1383-4e38-b7ff-6eff7a6f7e6c · outbound

This paper cites Faultprofit: Hier- archical fault profiling of incident tickets in large-scale cloud systems.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Faultprofit: Hier- archical fault profiling of incident tickets in large-scale cloud systems

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.918620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation e72c2b50-0bb6-47c5-88c3-d9ee289eeb9c · outbound

This paper cites A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.922698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 9e775e8c-b52b-4d1f-bb2a-8aacf6bf00c1 · outbound

This paper cites Towards mitigating llm halluci- nation via self reflection.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Towards mitigating llm halluci- nation via self reflection

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.907255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 4c5bd0db-25e9-4ac7-9ae7-575961d9d9c9 · outbound

This paper cites Xpert: Empowering inci- dent management with query recommendations via large language models.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Xpert: Empowering inci- dent management with query recommendations via large language models

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.909228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 591e466e-8014-4d81-920a-a8cda23fa404 · outbound

This paper cites {MegaScale}: Scal- ing large language model training to more than 10,000 {GPUs}.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud {MegaScale}: Scal- ing large language model training to more than 10,000 {GPUs}

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.935302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation cf00f2dc-fe8c-4210-b181-3fbb21c09e16 · outbound

This paper cites Assess and summarize: Improve outage understanding with large language models.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Assess and summarize: Improve outage understanding with large language models

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.942642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 19115bc6-b267-40d8-92ec-218be3535326 · outbound

This paper cites Revisiting Reliability in Large-Scale Machine Learning Research Clusters.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Revisiting Reliability in Large-Scale Machine Learning Research Clusters

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.389846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 4f1601b2-9b07-43d8-a669-c5556c9ab958 · outbound

This paper cites Exploring the Effectiveness of LLMs in Automated Logging Generation: An Empirical Study.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Exploring the Effectiveness of LLMs in Automated Logging Generation: An Empirical Study

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.384442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 903fbcb0-56f2-4e6f-9fc8-32d4ebd760b3 · outbound

This paper cites Parrot: Efficient Serving of LLM-based Applications with Semantic Variable.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.387155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation d18b8f69-87f0-4f90-87b9-1f943ad89038 · outbound

This paper cites Llamaindex.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Llamaindex

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:17.004906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 1d0fecce-af5f-47b6-a6d0-f90baf2fb97d · outbound

This paper cites Meta Llama 3.1 70B Instruct.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Meta Llama 3.1 70B Instruct

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:17.006505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 1df40939-de61-4e84-9251-e26d1b70d9c1 · outbound

This paper cites Meta Llama 3.1 8B Instruct.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Meta Llama 3.1 8B Instruct

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:17.003233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 0f8e78e6-1e51-4b41-833e-1cfdb52820ba · outbound

This paper cites Azure OpenAI Service.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Azure OpenAI Service

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.999261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 931415ea-0c99-4c6f-a324-4243094314fa · outbound

This paper cites Azure OpenAI Service pricing.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Azure OpenAI Service pricing

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:17.001417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation ee91cfb8-7de1-4552-b71a-ce50780842cf · outbound

This paper cites AzureHPC Node Health Check.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud AzureHPC Node Health Check

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:17.008356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation e2119e94-4559-493d-8ae3-4172b4d7d84e · outbound

This paper cites GPT-4o and GPT- 4 Turbo.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud GPT-4o and GPT- 4 Turbo

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:17.010102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 29320771-78d0-4131-8419-19efd0203327 · outbound

This paper cites o1 and o1-mini mod- els.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud o1 and o1-mini mod- els

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.997341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 3b396c6b-91b8-4755-b239-7e243d7f40b2 · outbound

This paper cites NVIDIA A100 Tensor Core GPU.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud NVIDIA A100 Tensor Core GPU

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.992179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation a43cf358-a6dc-438c-97bd-32a5166ff71a · outbound

This paper cites NVIDIA Data Center GPU Manager.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud NVIDIA Data Center GPU Manager

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.990417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 60903ea7-b72a-498a-a4c7-2946a2f0a7d9 · outbound

This paper cites NVIDIA H100 Tensor Core GPU.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud NVIDIA H100 Tensor Core GPU

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.993903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation fd77a5c3-fc50-4311-b495-1f7e62543d0e · outbound

This paper cites NVIDIA NCCL Tests.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud NVIDIA NCCL Tests

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.988075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation e74a8c2d-89e0-4606-9bf8-8050e91ae584 · outbound

This paper cites NVIDIA NVLink and NVLink Switch.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud NVIDIA NVLink and NVLink Switch

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.982454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 67318967-6420-4815-bd29-6797474c04b1 · outbound

This paper cites NVIDIA System Management In- terface.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud NVIDIA System Management In- terface

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.984364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 59605c93-77f7-4b2d-9d29-13aaea2780a3 · outbound

This paper cites The NVIDIA Quantum InfiniBand Platform.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud The NVIDIA Quantum InfiniBand Platform

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.986071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 99a367de-52a3-47af-b71e-6c8ec38ae79c · outbound

This paper cites Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.378495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 2954ee3c-c09d-4609-92fe-85996e56d4a3 · outbound

This paper cites ART: Automatic multi-step reasoning and tool-use for large language models.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud ART: Automatic multi-step reasoning and tool-use for large language models

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-05-19T11:57:16.349738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 3591d1aa-bfde-42a7-a24f-e46ddb4b7be0 · outbound

This paper cites Alibaba hpn: A data center network for large language model training.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Alibaba hpn: A data center network for large language model training

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.978964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation ae3206ca-a488-48ff-bcde-c7ea44116fd8 · outbound

This paper cites Large Language Models are Effective Text Rankers with Pairwise Ranking Prompting.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Large Language Models are Effective Text Rankers with Pairwise Ranking Prompting

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.353167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 22ff4db3-da6a-4694-b6a1-504be283df3c · outbound

This paper cites Qwen 2.5 32B Instruct.https://huggingface.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Qwen 2.5 32B Instruct.https://huggingface

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.972866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 2e263b78-7f0c-49f5-b49d-1c65930438d3 · outbound

This paper cites Qwen 2.5 72B Instruct.https://huggingface.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Qwen 2.5 72B Instruct.https://huggingface

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.975268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 919a0cee-6ba9-4806-af7e-3f7f536077ce · outbound

This paper cites Qwen 2.5 7B Instruct.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Qwen 2.5 7B Instruct

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.977173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 25a177e1-e7d3-4376-b912-3a8c96529502 · outbound

This paper cites Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.375632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 1132101a-0691-44aa-92e9-7b13a141c775 · outbound

This paper cites Tool- former: Language models can teach themselves to use tools.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Tool- former: Language models can teach themselves to use tools

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.980729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation df9cbfec-7d90-4aba-ad1f-e356cb4976cd · outbound

This paper cites Face it yourselves: An llm-based two-stage strategy to localize configuration errors via logs.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Face it yourselves: An llm-based two-stage strategy to localize configuration errors via logs

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.995730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 8b13a713-f51c-4cea-8e95-1972f8d60337 · outbound

This paper cites Neural knowledge extraction from cloud service inci- dents.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Neural knowledge extraction from cloud service inci- dents

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:17.011804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation d4565098-5f7e-46c5-a8d9-747be8d93da2 · outbound

This paper cites Au- totsg: learning and synthesis for incident troubleshoot- ing.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Au- totsg: learning and synthesis for incident troubleshoot- ing

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.970257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 3142b167-3813-461b-8e9c-3ec4691a65d3 · outbound

This paper cites Teola: Towards end-to-end optimization of llm-based applica- tions.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Teola: Towards end-to-end optimization of llm-based applica- tions

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.359517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 237a458b-c898-4bca-941d-ed4850bc4dcc · outbound

This paper cites {NetAssistant}: Dialogue based network diagnosis in data center networks.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud {NetAssistant}: Dialogue based network diagnosis in data center networks

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.966497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 7b6517a7-db4a-4281-9ffb-71dbf1029c7b · outbound

This paper cites Searching for best practices in retrieval-augmented generation.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Searching for best practices in retrieval-augmented generation

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.964420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation d4c545f8-17ee-4478-bb5f-1246545b21e8 · outbound

This paper cites Rcagent: Cloud root cause anal- ysis by autonomous agents with tool-augmented large language models.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Rcagent: Cloud root cause anal- ysis by autonomous agents with tool-augmented large language models

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.960779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation f091d9b2-f819-4e60-b352-4e0134e3f31c · outbound

This paper cites Gemini: Fast failure recovery in distributed training with in-memory checkpoints.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Gemini: Fast failure recovery in distributed training with in-memory checkpoints

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.962616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 520ff5eb-e8f8-4e68-a1a9-998e4a878540 · outbound

This paper cites FALCON: Pinpointing and Mitigating Stragglers for Large-Scale Hybrid-Parallel Training.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud FALCON: Pinpointing and Mitigating Stragglers for Large-Scale Hybrid-Parallel Training

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.356555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 92a11a9c-266d-4de3-babc-19ec06536c41 · outbound

This paper cites Cloud Atlas: Efficient Fault Localization for Cloud Systems using Language Models and Causal Insight.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Cloud Atlas: Efficient Fault Localization for Cloud Systems using Language Models and Causal Insight

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.381429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation cb0b69c7-188c-4fda-9733-d92589bb3e5d · outbound

This paper cites {SuperBench}: Improving cloud {AI} infrastructure reliability with proactive vali- dation.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud {SuperBench}: Improving cloud {AI} infrastructure reliability with proactive vali- dation

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.968419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 23c75e9f-4e00-4b95-8366-15456192011a · outbound

This paper cites Hallucination is Inevitable: An Innate Limitation of Large Language Models.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Hallucination is Inevitable: An Innate Limitation of Large Language Models

Reference 65

Resolution: verified exact; local_arxiv, observed 2026-05-19T11:57:16.347055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation e7830636-5ee6-4c44-b7b8-0c2d7f683607 · outbound

This paper cites Qwen2.5 Technical Report.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Qwen2.5 Technical Report

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-05-19T11:57:16.343931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 09c48b20-aa9e-4c9b-9a73-cdbe145eb784 · outbound

This paper cites Diffusion-based time series data imputation for cloud failure prediction at microsoft 365.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Diffusion-based time series data imputation for cloud failure prediction at microsoft 365

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.957095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 97713fc6-ea03-4a1b-8756-86fe4ff994c3 · outbound

This paper cites Gpt4tools: Teaching large lan- guage model to use tools via self-instruction.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Gpt4tools: Teaching large lan- guage model to use tools via self-instruction

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.958912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation dda8ccde-e06e-41ce-8886-d0d667447635 · outbound

This paper cites PACE-LM: Prompting and Augmentation for Calibrated Confidence Estimation with GPT-4 in Cloud Incident Root Cause Analysis.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud PACE-LM: Prompting and Augmentation for Calibrated Confidence Estimation with GPT-4 in Cloud Incident Root Cause Analysis

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.341221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 9b7f8070-09c0-4f13-b829-5e53a6af6c99 · outbound

This paper cites Deepview: Virtual disk failure diagnosis and pattern detection for azure.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Deepview: Virtual disk failure diagnosis and pattern detection for azure

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.949286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation e78e5bd5-e3ce-44fa-abe8-1764bf1b8f8b · outbound

This paper cites Automated root causing of cloud incidents using in- context learning with gpt-4.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Automated root causing of cloud incidents using in- context learning with gpt-4

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.952945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 832b14d7-b1be-441c-8752-66e783afcc6d · outbound

This paper cites Real-time incident prediction for online service systems.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Real-time incident prediction for online service systems

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.951074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

Observation 83ba064f-3a74-4600-a5d3-e1fffbf2c763 · outbound

This paper cites pretrain_gpt2.py.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud pretrain_gpt2.py

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T11:57:16.955158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.

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Reference resolution

Outbound references

Pith citing papers