Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T13:31:54.335659Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2607.19102.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T13:31:54.335659Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
64 of 64 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 89581423-33fb-45e2-8937-3c11c69a3814 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast The workflow motif: a widely-useful performance diagnosis abstraction for distributed applications.arXiv preprint arXiv:2506.00749, 2025
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70e15216-0679-4008-b69f-9f3c217ee1e6 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Blueprint: A toolchain for highly-reconfigurable microservice applications
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14015904-a3dc-4633-938c-bd524c80a554 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast X-Trace trace dataset for DeathStar- Bench
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95823ce1-93d9-422a-b99b-4870d059fa92 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Jaeger issue #6814: Feature: Augmenting trace timeline visualization with aggregate system statistics for faster root cause analysis
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef832289-ed01-4e7a-94d8-26817c5e0993 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Aggregate-Driven Trace Visualizations for Performance Debugging
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b178f97-44b6-435f-a155-456863397b18 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Using magpie for request extraction and workload modelling
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f83da5ce-2f59-4da1-879f-6b489de82c72 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Visualizing distributed system executions.ACM Transactions on Software Engineering and Methodology (TOSEM), 29(2):1–38, 2020
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e48e51c0-333d-441d-919e-9f4d40e30f83 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast University of California, Berkeley, 2004
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49c7789c-bfd7-46d2-9253-6cd27db2ca01 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Grammar-based anomaly detection of microservice systems execution traces
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1ce6db0-231a-46af-ae98-5383d49129d4 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eae3ae8d-fe6c-41f0-84c3-1fda0bfb937e · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Flexible performance visualization of parallel and distributed applications.Future Generation Computer Systems, 19(5):735–747, 2003
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51dcebd6-ae1d-4f39-95fd-f134468fcbe3 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Pajé, an interactive visualization tool for tuning multi-threaded parallel applications
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae4fc389-1e46-457e-9fec-43185a2c7eb2 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Execution patterns for visualizing web services
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60df633a-e4e3-4661-b402-7f8e54271d22 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Service flow
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aca5b559-501a-4a08-8396-dfee69b82a69 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Dtvs: A distributed trace visualization system
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 715cd532-34ba-4974-9fb6-c4de25a6eddd · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Dtracomp: Comparing distributed execution traces for understanding intermittent latency sources.Journal of Systems and Software, page 112990, 2026
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26728078-d7ed-49bc-8d1c-c10e99076849 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Trace comparisons arrive in jaeger 1.7
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b34df19-113d-4894-bfcd-b318d056befc · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast A Picture is Worth a 1,000 Traces
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 614de103-0a18-4d7c-97c7-63a4a2a14358 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast X-Trace: A Pervasive Network Tracing Framework
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 058ee81e-e892-48e1-b83b-079b7f155a5d · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast An open-source benchmark suite for microservices and their hardware-software implications for cloud & edge systems
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 303c5584-ea08-4783-b150-22719da41c33 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Theia: Visual signatures for problem diagnosis in large hadoop clusters
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a13507d-8f95-4457-b3a2-ce0f624e4921 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Listening to the firehose: Sonifying z3’s behavior
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c37afb8-f282-402c-91f1-b932e7b22272 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Analyzing distributed trace data
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63d8778a-cfd9-442e-8137-0fcaaa9fa07b · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Systemizing and mitigating topolog- ical inconsistencies in alibaba’s microservice call-graph datasets
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51699e9a-42d0-4a55-bcb5-d559cfc0117d · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Lifting the veil on{Meta’s} microservice architecture: Analyses of topology and request workflows
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55e4901d-f1a4-4ce1-b6f0-023bc4d366ad · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Retrieved July 2026 from https://www.jaegertracing.io/
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2225bc9d-115a-4628-802f-4b80bdb79437 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Canopy: An End-to- End Performance Tracing And Analysis System
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8ec8e08-e828-44d6-a68b-ba7588cc08bd · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Black, David J
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85661d90-4f67-4b9a-9b63-99adabf8626e · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Time, clocks, and the ordering of events in a distributed system
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8386448e-6ee5-4e21-9dd9-eb40c09485cf · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Llexus: an ai agent system for incident management.ACM SIGOPS Operating Systems Review, 58(1):23–36, 2024
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 178f0c55-6b4e-4402-93a5-9661656ade29 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Weighted sampling of execution traces: Capturing more needles and less hay
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f92bbcf-c467-4189-8300-3fa8ba42616f · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Sifter: Scalable sampling for distributed traces, without feature engineering
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0abc598e-4699-4c90-a1c4-ddb97ca66ed6 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast The tale of errors in microservices.Proceedings of the ACM on Measurement and Analysis of Computing Systems, 8(3):1–36, 2024
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 534aab98-de01-41cc-a7de-2554ae38a734 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Enhancing trace visualizations for microser- vices performance analysis
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0f3c282-b33c-4762-84b0-0f221da35c7f · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Metarca: A generalizable root cause analysis framework for cloud-native systems powered by meta causal knowledge
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 130e6e7c-425d-4107-9a27-ec29f1ec8dbc · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Service now cloud observability: View traces-seeing the critical path
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2c39847-eca6-435f-9283-5494fa38fb94 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Characterizing microservice dependency and performance: Alibaba trace analysis
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e756eb7-c8a8-4678-a1b0-0921a0308d6d · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Verifyrca: Llm-guided but evidence-verified root cause analysis for microservice backends
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb874691-bc63-4b0a-8946-01e52304aad5 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast End-to-end tracing: Adoption and use cases.Survey
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b3ec19f-9c62-4864-9077-51988bf20081 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Revisiting end-to-end trace comparison with graph kernels.M
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 770e1479-039b-4784-aad5-62562f1a4fbb · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast DDSketch: A fast and fully-mergeable quantile sketch with relative-error guarantees
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce51e01e-508e-4b34-a9df-754bc40e7c08 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast CRC Press, 2014
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f7c3db6-78f3-4762-b554-68c92e9872ff · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Opentelemetry: The open standard for telemetry
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80d09064-22ac-4875-b75b-c01e58e01618 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Distributed trace comparisons for code review: A system design and practical evaluation, 2020
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62e66b18-6010-43b1-bc12-37712e0cd1fe · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Exploring llm-based agents for root cause analysis
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94742169-16b3-4273-b76b-1dba67fe5dce · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Visualizing Distributed Traces in Aggregate
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22ea6c98-b912-41b5-bec7-dfbb3ba4856f · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Visualizing request-flow comparison to aid performance diagnosis in distributed systems.IEEE transactions on visualization and computer graphics, 19(12):2466– 2475, 2013
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3094d1a5-0e1f-4452-8fdb-e20ec2f3f09f · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Diagnosing performance changes by comparing request flows
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4847f607-97e3-4cdd-9d33-3343c4020740 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Cate- gorizing and differencing system behaviours.Hot Topics in Autonomic Computing, page 2, 2007
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 333eddfc-7eae-46f4-b6ef-271768675653 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Dapper, a large-scale distributed systems tracing infrastructure
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 452aab3a-3fc0-476a-94cf-041e0e6ba400 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast 𝜇 viz: Visualization of microservices
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d96e2c10-d72e-48de-b0c3-a2e2b447be79 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast O’Reilly Media, 2018
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a297cec4-2adb-41ab-bacc-4499d4b35d06 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Distributed tracing — we’ve been doing it wrong
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8530c93d-c437-4a8f-96c0-058e56be54fc · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast GALA: Can Graph-Augmented Large Language Model Agentic Workflows Elevate Root Cause Analysis?
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af1dff2a-79fa-429e-a4cd-7692a7d5b6be · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Vamp: Visual analytics for microservices performance
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd2e1cdd-618c-4d92-bb51-afd13f9f42ea · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Cloud Atlas: Efficient Fault Localization for Cloud Systems using Language Models and Causal Insight
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ed3da08-5f61-4ff6-808f-b2a14c258e21 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Lm-pace: Confidence estimation by large language models for effective root causing of cloud incidents
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1aba341a-311d-49e0-b1e2-323c388c6f98 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast The benefit of hindsight: Tracing{Edge-Cases} in distributed systems
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06abb40c-d8de-4c9f-a95a-9d3eba381097 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Towards in-depth root cause localization for microservices with multi-agent recursion-of-thought
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 501617dd-670c-4cf6-9b9b-2d2c98aa09bd · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Agentic memory enhanced recursive reasoning for root cause localization in microservices.arXiv preprint arXiv:2601.02732, 2026
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f46268e8-4ec0-476c-b2a0-99ce8f504d37 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Hypothesize-then-verify: Speculative root cause analysis for microservices with pathwise parallelism.arXiv preprint arXiv:2601.02736, 2026
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d03bbd44-4f9e-40f1-ae94-fd96f4b0e536 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Crisp: Critical path analysis of{Large- Scale} microservice architectures
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 842e1ec6-3b5c-4a2a-80b6-f2a564f2eb95 · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast Crisp: Critical path analysis of large- scale microservice architectures (artifact), 2022
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bca0bc06-a33b-4424-900c-2952c44c51bd · outbound
Enabling Multi-Dimensional Distributed Trace Comparison with Contrast No client available
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.