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Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.275865Z digest=sha256:a415aa660f80238459336448411489fcb39b4b2ee14323156d1c73ee924435a2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.344194Z digest=sha256:1773187ab8b5092b4c737b88d6997ff70598ca34e9537de35b29c7590d146248

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.350198Z digest=sha256:8930a72dd6c4a3a6ff7b3895d73ae91d63ec73f1d33735cec8627fdcc4d91405

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.356214Z digest=sha256:8c5215f2b2727157adff3f3dee531d60860a6b79f0a75362221ab18e439909e7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.361689Z digest=sha256:8be16902cf58e17b89a0f79d5ee4c9803ea87d001afaf1c923132a12fabfe199

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.367618Z digest=sha256:c164067ca1c701bf851f9611bd66c8362f6482fe40135fac206548e1aaa6996f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.431669Z digest=sha256:dd3f907feb86fdd938a793e8a8c3836610cf0a9a6666450a5cb454993b564498

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.518021Z digest=sha256:33e3e3ff62670c34901a57819b755932e63ba6eba5561b6277c9fbb1afcb0e65

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.587577Z digest=sha256:66fa38ffa348cae41669d4e46510afa20fcf6cbf25d03067b1d965a7cf138371

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.687305Z digest=sha256:d1c6a5f85987c917814ed144493b8fc2573e56f07d5a7703c1104633f1fc6b28

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.806293Z digest=sha256:d9225f8ea05614ee61e6bf0fb542b44bbd6ad01729e905588951b195358485ff

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:46.917133Z digest=sha256:69dc00933f5bad16c49014b396d08eb5d35aba911178654d044d0066ce2438b6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:47.005385Z digest=sha256:8b1d5a299a81d95e64fcf1ac36d5e713998631a7819bbba8f61026a4fb583130

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:47.046851Z digest=sha256:5295bf8e85e24dd3032353df9ec74c55c1a076363b680b30b52c57d5256bd5b3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:47.166077Z digest=sha256:d1e94e62fb49b8137115cff05372081b0bec69660330ae816295e57302d24b31

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:47.245609Z digest=sha256:1a3de07874fdb1d45c289c4ee6a910317f32231d3b33c14187af75b20ce00131

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:47.319967Z digest=sha256:2e3c408447d606dfa274f6be8921fed8d52ed5ff2f2ce3a66a94c64b3a6ec0ea

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:47.378293Z digest=sha256:da46ef7f8e9e33811fdc98e42ea35c44b54e74cbefb358ab1a71963bdd48094b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:47.471271Z digest=sha256:f547f8c22facc4d6bfda7f265ecd7cbb42b1f642d7c82707fed19bc8247d60ce

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=sha256:1a611d5a350152180888d76ad254fee3d547b35f11aeca649571bb020f81d0c7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:47.837428Z digest=sha256:04eb03913ecb55058bef918d247ded24816196fac18b0e1a7a94a94890a1b943

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:47.982098Z digest=sha256:1d162333554d6a48ef9f330638d40aff906c38999971563e6a96166782a240bd

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:48.049448Z digest=sha256:caf830060b43c6bb24a24bb3e59ef77eb898cb12c779e0693f52887671e61886

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:48.207244Z digest=sha256:49a52f37ed2a9fb161898787762a6f3425a886941198dc4108251d11435be05b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:48.298383Z digest=sha256:5f78dce1b5d8026a213410ea81ec66bcce9b742ed382d981672562c7acc0eff2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:48.347103Z digest=sha256:5d00872659919125761ffc7ba57c72a375c6a8b8ca8758135c71b1d7901dfe2a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:48.456484Z digest=sha256:d2ecb91ceb1adfe3d9b5965386ad8ff2718123bac62936bf27fd123e9c8234e7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:48.548205Z digest=sha256:818e467806295ee27e0766ee2df446b56f774a2bd9bbe4b3e00be9bba7898097

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:48.612077Z digest=sha256:4e47ee39bfb06b6e3581dadaaeeeb69c07486a0cbb8e6a0b458e94615d09e0f2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:48.723794Z digest=sha256:5d46d48e335eb0ccf8b3a1a28229ce06ed4dc67c722dd70f13a60e71ca57e27c

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:48.891039Z digest=sha256:2d02d47b7785cb2708376ce11f7b53ccb184d531f1a219c3f3d2c27bdb24653b

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

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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=sha256:6cc3f3a48c7931e26207ca18119baf04d5add625e5b29abe50c67f4534bb7b9e

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

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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=sha256:37f18298f5e987fe9cfb8cf69f6f7948966c8be66897c0a8f8b834122b9b1bf3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:21:49.168810Z digest=sha256:bba632ae84f9be8792c884783ac424c8f8a8ecf45965e616c150dbf077c126a3

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

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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:f4dd7199d3853fe2970f8f23f679ce5cc5ad84c386c1df7c1155c3944733f43d

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T06:27:23.580445Z digest=sha256:951e1a7105e0947a640c53da08b613695d07c165cbd1fa1dcbe02f593ea0c040

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-09T21:07:01.601808Z digest=sha256:a0eeee0f3d7fd633333e97f44d68976d5a53379504c2542cb2b45953bc1697ca

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T20:04:34.841056Z digest=sha256:e1e937cc2cd7aadd0f3ec24f489d5e4ec93a43b21b6dcc08937cd4f2ed049d69