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Paper Citation Record · LEDGER

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach

As of 14 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 3 inbound Pith citation observations for arXiv:2507.22800.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.22800 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:21:49.204216Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T20:04:34.841056Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-30T20:05:04.474227Z

Reference resolution

43 of 43 outbound references displayed

  • verified exact1
  • verified fuzzy30
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9329d5c9-1e04-47c4-b737-f92447543860 · outbound

This paper cites Seer: Leveraging big data to navigate the complexity of performance debugging in cloud microservices,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Seer: Leveraging big data to navigate the complexity of performance debugging in cloud microservices,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.834882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.275865Z digest=sha256:a3d7c0f01ecbbddb337a4cbc5852c672cd72f84f8e27f67210c554388b93cbd3

Observation d72affd1-6ee0-43a4-9f7d-deaae4457c27 · outbound

This paper cites An open-source benchmark suite for microservices and their hardware-software implications for cloud & edge systems,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach An open-source benchmark suite for microservices and their hardware-software implications for cloud & edge systems,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:46.338994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:46.338994Z digest=sha256:c703d02d4a51d57ff7e7a0de0acade29bf1a9ad7f6140e60fa9937d1c62259b6

Observation f919b769-a1a3-43bb-820b-a647bafe3302 · outbound

This paper cites µ suite: a benchmark suite for microservices,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach µ suite: a benchmark suite for microservices,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.819736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.344194Z digest=sha256:594db56505795ed1f99033eb66993cd91bebc603641a98fa092ee57b1aa34c60

Observation 0b5c3c0f-a525-4a14-949d-e655b8f22ca5 · outbound

This paper cites Graph-based root cause analysis for service-oriented and microservice architectures,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Graph-based root cause analysis for service-oriented and microservice architectures,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.803342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.350198Z digest=sha256:79a999268049c71cc4189efe17ed311ffed49aaa2e606e01b9245f1addd139e1

Observation 8eded91a-c0df-4712-81e7-c4e9242d6a70 · outbound

This paper cites Beyer, C.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Beyer, C

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.787102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.356214Z digest=sha256:00601a2e3429bf0d22a85f0ac5496b9c34610ffeec22e0b87201fe0204f6815c

Observation 5867a364-3efc-4984-b457-23f853a21e2f · outbound

This paper cites Boosting coverage-based fault localization via graph-based representation learning,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Boosting coverage-based fault localization via graph-based representation learning,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.771865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.361689Z digest=sha256:96fa63719fea871b4779456525f5554cd7babec921bda449acf7bd27c1f9a0d2

Observation bb1cd222-584e-40e2-ac9c-70dbbaccef2d · outbound

This paper cites Fault localization via efficient probabilistic modeling of program semantics,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Fault localization via efficient probabilistic modeling of program semantics,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.757105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.367618Z digest=sha256:3b456db042d712cecca057884b49b00d592b3ebff5379661095ec7d2a2cc92bb

Observation f5dd9d11-bcc4-457f-b55e-eb284e48bc3e · outbound

This paper cites Micro- diag: Fine-grained performance diagnosis for microservice systems,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Micro- diag: Fine-grained performance diagnosis for microservice systems,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.741504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.431669Z digest=sha256:70f976f0c0ec22a8ac652fa094ee07ae1112a2d07835633fb4f5ce48f18d75d5

Observation 91927748-2c3e-467b-b5ba-4e2a10ee3e4a · outbound

This paper cites Rex: Preventing bugs and misconfiguration in large services using correlated change analysis,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Rex: Preventing bugs and misconfiguration in large services using correlated change analysis,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.724351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.518021Z digest=sha256:98623898ef68426696a3680522956e29e2d2f453a2f9374646123e4f1ba30482

Observation 651c588b-cb92-4f2c-acb7-3d7e3e188dbb · outbound

This paper cites Rapid detection of maintenance induced changes in service performance,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Rapid detection of maintenance induced changes in service performance,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.708098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.587577Z digest=sha256:400d75a6a84a37f732851cb5be21eb70f4c8b72d2976e81497fbbaf8154696ba

Observation c7735f9b-e08a-430f-ad6f-b13e88a1bc3f · outbound

This paper cites The potential of one-shot failure root cause analysis: Collaboration of the large language model and small classifier,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach The potential of one-shot failure root cause analysis: Collaboration of the large language model and small classifier,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.692404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.687305Z digest=sha256:1f8aea538d57a3f7b6c3aebbe7c58bb2a8b1618c581964d659670f45bb212d4e

Observation 6e17ba2e-e502-434f-918b-8b6913f20884 · outbound

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

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Automated root causing of cloud incidents using in-context learning with gpt-4,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.676592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.806293Z digest=sha256:3cf3f8b15d89e4658faa01a83ef1374c009d5b177d47f245d85104d1b05f59eb

Observation b95202c8-fe61-45b4-be22-e0aecf1386dd · outbound

This paper cites Exploring llm-based agents for root cause analysis,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Exploring llm-based agents for root cause analysis,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.660609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:46.917133Z digest=sha256:63fb8fc847545a6585b060c20e7d264470cf581bdb81a17df73a66953a4d330a

Observation 5cbb2f0d-7d0d-4837-8fc9-1e5d79e24e8e · outbound

This paper cites Llexus: an ai agent system for incident management,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Llexus: an ai agent system for incident management,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.573089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:47.005385Z digest=sha256:58a57853d70f6f38059841d253186925bb5b5984678e246adb8d7955f4650c30

Observation b814b36d-0342-43f2-883b-2958d2b7423b · outbound

This paper cites Llmparser: An exploratory study on using large language models for log parsing,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Llmparser: An exploratory study on using large language models for log parsing,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.362885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:47.046851Z digest=sha256:69fb959089e12c475d2912e82464d84c6f9f1e13a85876458d7e9cff5def2987

Observation 0070bc02-721a-4c60-b459-d283cc5558b6 · outbound

This paper cites Prometheus,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Prometheus,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:52.144536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:47.166077Z digest=sha256:c4325615f5b60501d70179166c36a5c6746d3bf455f15bc41c2eda983004100a

Observation 93a75ffb-c1af-4658-a19c-b1ea5fff3377 · outbound

This paper cites Elasticsearch,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Elasticsearch,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:51.890387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:47.245609Z digest=sha256:53e8d87691984071b51c6843a16446168d9d00c48049b67ef53a61b49cb648d0

Observation 49ea21da-3108-44a3-af89-77a8e4cb880d · outbound

This paper cites Jaeger: open source, end-to-end distributed tracing.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Jaeger: open source, end-to-end distributed tracing

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:51.744479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:47.319967Z digest=sha256:47f2990adf5443a843386ed5e3fac963d9075bd3e7c7934088c68383785bc59c

Observation 9ebd4331-fdf4-4af6-9012-0ad83b037151 · outbound

This paper cites High-quality, ubiquitous, and portable telemetry to enable effective observability.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach High-quality, ubiquitous, and portable telemetry to enable effective observability

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:51.626991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:47.378293Z digest=sha256:3369450c4d7ddff0514040bc27f00b3e2af148824d3c650c391b9ec582c2910f

Observation 6c86371e-9121-488a-b736-5b3dbfe23672 · outbound

This paper cites Monitorassistant: Simplifying cloud service monitoring via large language models,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Monitorassistant: Simplifying cloud service monitoring via large language models,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:51.451924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:47.471271Z digest=sha256:beb76b7cae8e3006b869268589ca3250f5bfb7774180bc5dfcab7faf9903cde9

Observation cab8752c-d0f3-4a63-a9f4-9454b37f2eb5 · outbound

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

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Automatic root cause analysis via large language models for cloud incidents,

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:47.540042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:47.540042Z digest=sha256:285f22fcd9d80a54c8f44836660acfc306fa3f9ab299b7991f9918e1a59820a3

Observation e4c5f5fc-fc30-4c93-8b43-801d59750c74 · outbound

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

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Rcagent: Cloud root cause analysis by autonomous agents with tool-augmented large language models,

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:47.635549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:47.635549Z digest=sha256:1ab03dbb2a4cb0aaa49fe146e71f4cdc2a0c6f4ef32daec5eccb203c9395380f

Observation d6e58147-10c5-47de-8305-f70f57e82566 · outbound

This paper cites mABC: multi-Agent Blockchain-Inspired Collaboration for root cause analysis in micro-services architecture.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach mABC: multi-Agent Blockchain-Inspired Collaboration for root cause analysis in micro-services architecture

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:47.668319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:47.668319Z digest=sha256:6359f0cebe8ed354b2a67daaf4423c246a5aba113b89585aa2c811ac2f73ab10

Observation 3639fbdc-93c1-4117-b017-1074dcc8df17 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach ReAct: Synergizing Reasoning and Acting in Language Models

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:47.774480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:47.774480Z digest=sha256:d20f6e5b09381b962871bad17eb6c12deae4b5562ece9f2125cbd68f8c0343ec

Observation cf07b3b0-2f05-4af0-8810-e26ad8948ebf · outbound

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

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Assess and summarize: Improve outage understanding with large language models,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:51.281728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:47.837428Z digest=sha256:53ce47b8b5e13d225632cac13918f85721a278ea7549b6df744e6b2e8eab16c5

Observation e67b47b4-8034-4a85-9cc8-5e5bab066442 · outbound

This paper cites Xpert: Empowering incident management with query recommendations via large language models,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Xpert: Empowering incident management with query recommendations via large language models,

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:47.931130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:47.931130Z digest=sha256:95a96c6613e841c9b8150705639fbcbeb29a9f40fcbe520580ebf8cf7d61cdfc

Observation db696093-6819-421f-b062-9d9e3f144475 · outbound

This paper cites Drain: An online log parsing approach with fixed depth tree,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Drain: An online log parsing approach with fixed depth tree,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:51.108918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:47.982098Z digest=sha256:e0bf36512f3bf5d3c8584b4c9618fb1ac1d3d7a2765ac5034f8017d96ae05d4b

Observation 8beb05e0-b190-4b52-9628-80e337be8ad4 · outbound

This paper cites Aiops 2022 championship,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Aiops 2022 championship,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:50.996216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:48.049448Z digest=sha256:e72adec7c25fe8b9a113bd9751df7925171a2688cb2af2cb5f03fc50f8e163e7

Observation 97169480-2b23-431f-b598-750e7df48e89 · outbound

This paper cites Gaussian mixture models.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Gaussian mixture models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:48.137238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:48.137238Z digest=sha256:c3ca60ebb3e82b472d4ae05a3cb8c6ab81be46f1e49cd85a4122b8eeb709e8c8

Observation 142a0bed-f365-4721-aee0-692b21cbe0cf · outbound

This paper cites Inverse document frequency (idf): A measure of deviations from poisson,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Inverse document frequency (idf): A measure of deviations from poisson,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:50.815130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:48.207244Z digest=sha256:ccbe274ac89464eab9c74e8c80a680940e52d1aa0b80c733d80dfa4e2e058884

Observation aa895bdd-eb9b-4662-a75c-a3c06b2ae400 · outbound

This paper cites Fault analysis and debugging of microservice systems: Industrial survey, benchmark system, and empirical study,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Fault analysis and debugging of microservice systems: Industrial survey, benchmark system, and empirical study,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:50.659752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:48.298383Z digest=sha256:f59e89199129c813a137e2a27798a0826df9c6d89bf00121eefb281127e29caf

Observation 15118564-c493-46b3-8eb8-8e0c4fc5bef6 · outbound

This paper cites Actionable and interpretable fault localization for recurring failures in online service systems,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Actionable and interpretable fault localization for recurring failures in online service systems,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:50.516737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:48.347103Z digest=sha256:4b6a5083b33e27222e8ee53cd2400a46ec6e01ea89423854b88d2bb2b5187775

Observation 9e1c8b20-1269-4e79-a64f-1244813008a8 · outbound

This paper cites Sage: Using Unsupervised Learning for Scalable Performance Debugging in Microservices.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Sage: Using Unsupervised Learning for Scalable Performance Debugging in Microservices

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:21:49.426047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:48.456484Z digest=sha256:9d8d5148eb5e5aa98df46b15f399470566a5ec798deddd19d798e2226f7a18b6

Observation 94cf87cf-374b-444b-ad50-0ef19ccb315c · outbound

This paper cites Slim: a scalable light- weight root cause analysis for imbalanced data in microservice,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Slim: a scalable light- weight root cause analysis for imbalanced data in microservice,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:50.388985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:48.548205Z digest=sha256:10befc77fbbffc0964b6e3ce686fef26aeaccb70563a9500cb8e8055c95ae3c3

Observation 14b76217-0335-4212-99b8-a1a98a99ccc9 · outbound

This paper cites Practical root cause localization for microservice systems via trace analysis,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Practical root cause localization for microservice systems via trace analysis,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:50.243261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:48.612077Z digest=sha256:8032637465272a677008bf2b9bb0b8c22a0d67451e2d899b671086775e33a348

Observation 86a8134a-4e9d-4f11-a452-fa3541b764a2 · outbound

This paper cites Microrank: End-to-end latency issue localization with extended spectrum analysis in microservice environments,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Microrank: End-to-end latency issue localization with extended spectrum analysis in microservice environments,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:50.110914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:48.723794Z digest=sha256:f1b77d9b8ee4ea301f1e2eb145c629429b7fb48320d12b090222b75b7e554e89

Observation c9c8d262-57cd-4245-b0e2-15fd57290f27 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Chain-of-thought prompting elicits reasoning in large language models,

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:48.772481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:48.772481Z digest=sha256:ec1166df411691e9127d955d5a8d51b381949eb40f0d7fe24fcb7d16dfe7a6a5

Observation 640920b5-f43e-46c3-9e35-50c625825f65 · outbound

This paper cites Adaptive mixtures of local experts,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Adaptive mixtures of local experts,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:49.959911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:48.891039Z digest=sha256:72dd908adecad6d7a0db639d1f5fd461cf199cdc293b350905c3b03d6b827a33

Observation 0fa836f8-6a78-4bbe-95d8-69d8d3b34146 · outbound

This paper cites Qwen2.5 Technical Report.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Qwen2.5 Technical Report

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:49.026560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:49.026560Z digest=sha256:3dcfdfb21cf93ec24c04d0b540aac0009db29adad70c284bdfec3439c0306dac

Observation 9618a222-5e54-4b60-9326-c2faa1748580 · outbound

This paper cites The Llama 3 Herd of Models.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach The Llama 3 Herd of Models

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:49.086565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:49.086565Z digest=sha256:e2003b66ab6e21111283ef3b2e3e6c00867b87f883a53174faa9728c3890be7c

Observation cb8147f1-a833-47c0-a632-a9efeeb75dac · outbound

This paper cites GPT-4 Technical Report.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach GPT-4 Technical Report

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:49.119968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:49.119968Z digest=sha256:23b637aed97c4455e4f05bfd9ba3f59799d7e003159d4c3f50451322139863b4

Observation 1621e60a-36ea-460c-accd-0dbe5eb1c74d · outbound

This paper cites Qwen max,.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach Qwen max,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:21:49.839181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T11:21:49.168810Z digest=sha256:4fe8c43ed6ff1c1b77e865dc565212885d5c7268bd34556f3e70fc99de36edea

Observation 6fdd3b99-27cd-4cfc-a3bd-17a174bfbba9 · outbound

This paper cites DeepSeek-V3 Technical Report.

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach DeepSeek-V3 Technical Report

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T11:21:49.204216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:21:49.204216Z digest=sha256:f9bd38e2645b6e22a9a830166c232f2b1cfab71c3442770cc5711e41db98caf6

Pith citing papers

Observation 80f95c36-1045-4cd7-a842-0eadfb1a8e04 · inbound

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda cites this paper.

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach

Reference 121

Resolution
verified exact
arxiv_id, observed 2026-05-10T06:31:30.794647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T06:27:23.580445Z digest=sha256:2a04f6ac1b5ed7a17cdd4d56d75c2261627c1d332405d429bcd924a805f0b608

Observation afbc4721-1e2d-453f-aa37-cdf891293a31 · inbound

SiriusHelper: An LLM Agent-Based Operations Assistant for Big Data Platforms cites this paper.

SiriusHelper: An LLM Agent-Based Operations Assistant for Big Data Platforms The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-11T14:46:24.916425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-09T21:07:01.601808Z digest=sha256:50cf673bd853d01b01e22d21e855a2555e18e404e4ebf899e7bdde721783a014

Observation 30f5578d-7df1-4a1f-93c5-d12eac7c91be · inbound

Towards In-Depth Root Cause Localization for Microservices with Multi-Agent Recursion-of-Thought cites this paper.

Towards In-Depth Root Cause Localization for Microservices with Multi-Agent Recursion-of-Thought The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-06-30T20:05:04.476003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-06-30T20:04:34.841056Z digest=sha256:d1a2c49eb767613e2aa282b9d33460ab8128146713e916e99d7c883e44f03f6f