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Paper Citation Record · LEDGER

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure

As of 17 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2608.06657.

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

pith.paper-citation-record.v1
2608.06657 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:09:11.179013Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

18 of 18 outbound references displayed

  • verified exact3
  • verified fuzzy2
  • unresolved12
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7cb4d3e0-c689-453f-98f8-2272a57d68b7 · outbound

This paper cites Bayesian Online Changepoint Detection.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Bayesian Online Changepoint Detection

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T23:09:11.135507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.135507Z digest=sha256:7984e332f2c1eab5c0fac0b231274b9b0aaa2ac9df847d43f5430ad7fc51005e

Observation eaa13be1-026c-451a-aa14-fff20392a518 · outbound

This paper cites A survey on feature drift adaptation: Definition, benchmark, challenges and future directions,.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure A survey on feature drift adaptation: Definition, benchmark, challenges and future directions,

Reference 2

Resolution
verified exact
doi, observed 2026-08-10T23:09:11.233284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T23:09:11.138918Z digest=sha256:f150dade631fcae7858a0affe08ae66f749896ceb3635dbca8bc1d36428a653e

Observation f853e519-0847-442e-bb79-f73e34f4e153 · outbound

This paper cites Detecting Change in Data Streams,.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Detecting Change in Data Streams,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:09:11.521789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T23:09:11.141487Z digest=sha256:c3a30e706767603817145acb732d13df62730776526c7628b7cf30ee46fdbea7

Observation 792e989d-22b2-4882-8990-4ae49d8fbb00 · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Why Do Multi-Agent LLM Systems Fail?

Reference 4

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unresolved
no resolver link, observed 2026-08-10T23:09:11.144093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.144093Z digest=sha256:5d2a4a1bfd2d741e8215d13f2889aa93187e9c601662aba09423e2b18a0cded9

Observation 46353831-0227-4a70-b6fb-49d3372dd4d8 · outbound

This paper cites A coefficient of agreement for nominal scales,.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure A coefficient of agreement for nominal scales,

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-10T23:09:11.146735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.146735Z digest=sha256:919c024e9044888a483fb571c3dc91883866fa48cbb23a9753411185ded4fb71

Observation 51e87bb0-229b-49e3-a9a5-91c6d5ad336c · outbound

This paper cites Measuring nominal scale agreement among many raters,.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Measuring nominal scale agreement among many raters,

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T23:09:11.149709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.149709Z digest=sha256:f654dba6c6a3fd4b055e8b56a3d24dcc590df0d1a087328f6198de5c9cfec561

Observation ee58bfff-50d8-4fba-9433-9f375ae8cc80 · outbound

This paper cites Learning with Drift Detection,.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Learning with Drift Detection,

Reference 7

Resolution
malformed identifier
no resolver link, observed 2026-08-10T23:09:11.152314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.152314Z digest=sha256:e8d171b27e7221c4b782a286b3a9d3d5116665337513d5e057021e2a6752df82

Observation f72e341a-d65a-47a8-9321-be7e41a40512 · outbound

This paper cites A survey on concept drift adaptation,.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure A survey on concept drift adaptation,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-10T23:09:11.154639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.154639Z digest=sha256:76b5fca9496397a42bb1d93c66fa8152f90f13ba5baf3b5a433fc659f777d64d

Observation 23a72649-83a2-488e-b73f-179de914cf6d · outbound

This paper cites TEACh: Task-Driven Embodied Agents That Chat,.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure TEACh: Task-Driven Embodied Agents That Chat,

Reference 9

Resolution
verified exact
doi, observed 2026-08-10T23:09:11.209318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T23:09:11.156730Z digest=sha256:aad9a869568667c750c56fc9715418b78aa879a5e35a5c1f2ca70abfa0168ba1

Observation b895a18b-aba5-4e23-bc62-dfa190d9a71a · outbound

This paper cites Recent Advances on Jamming and Spoofing Detection in GNSS,.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Recent Advances on Jamming and Spoofing Detection in GNSS,

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T23:09:11.158766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.158766Z digest=sha256:3d8b95665038aedfd023603997fddec01830a13c0ccf1e8eb026ddde36f0a23e

Observation b015ace5-b36e-4fa6-92d8-f070db4e1c2d · outbound

This paper cites ALFRED: A Benchmark for Interpreting Grounded Instructions for Everyday Tasks.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure ALFRED: A Benchmark for Interpreting Grounded Instructions for Everyday Tasks

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T23:09:11.160804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.160804Z digest=sha256:12f105ae6d10f052fe375be1a18de53f617b9d7df4ef2a1b231ce9b63400c787

Observation cd2189af-69db-4549-81fe-8aca85c129d5 · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering,.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering,

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-10T23:09:11.163220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.163220Z digest=sha256:f9fbc48dc14b16f43c43e535bc6d859367b601e7f0a23a28df0957c2c96bb379

Observation 4d0ee355-9e82-4a5c-a14d-00adb555f2bd · outbound

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

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure ReAct: Synergizing Reasoning and Acting in Language Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T23:09:11.165178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.165178Z digest=sha256:da6085f4a62af3e59037961e987afbf41654a7758302c30345d79c6d2370c3b3

Observation 038e844d-327d-484d-a14f-adef372e22a8 · outbound

This paper cites Attention Is All You Need.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Attention Is All You Need

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T23:09:11.167403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.167403Z digest=sha256:67b8976f748ec09e4c10f0bb3da35981c9970392423185f1cb0e1cfe8e072101

Observation 153cb39e-ddcf-4d70-96b8-bd42de0ad7c8 · outbound

This paper cites A comprehensive analysis of concept drift locality in data streams.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure A comprehensive analysis of concept drift locality in data streams

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-10T23:09:11.476860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T23:09:11.169703Z digest=sha256:0b55aa4a91271ba5f87e0339fef9bb8a11d483106b648eb9254746c9023b2812

Observation 4c0b8961-d3e1-400c-97f1-ef60d7ad02dc · outbound

This paper cites Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 17

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unresolved
no resolver link, observed 2026-08-10T23:09:11.176776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.176776Z digest=sha256:924202d01f779f62b668fb7bca7ed63d11775b0bb3363845a7371c7dcb0c0917

Observation 13349468-4178-4aaa-85da-9822ff98863d · outbound

This paper cites Scikit-learn: Machine Learning in Python,.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Scikit-learn: Machine Learning in Python,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:09:11.514994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T23:09:11.179013Z digest=sha256:ae4cd2b8501568ffe6bdeea9f687faa6429cdae53e8d7718bf109fb3874c6a4e

Observation a9e4746f-76e8-4d64-8a0e-fc801048286d · outbound

This paper cites Available: https://arxiv.org/abs/2602.06443.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Available: https://arxiv.org/abs/2602.06443

Reference 2026

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unresolved
no resolver link, observed 2026-08-10T23:09:11.174561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:11.174561Z digest=sha256:30b396ed32d2ffee3b338f65cf56b81f3870ffd9216c34138cd7bd8b61218f74

Pith citing papers

No inbound Pith citation observations are available.