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Paper Citation Record · LEDGER

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

As of 14 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 2026-08-14T06:32:32.682623+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=sha256:2099d1a9ada1eb0ae7563148c7be5878ebdcf4cee7407d8b0eaceebae91136b9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T23:09:11.138918Z digest=sha256:f197ab34d2b5765a5366398d469fd44cb35f823d4b5b0218777fb15928ca8d0c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T23:09:11.141487Z digest=sha256:cd1f1acdd5732b35fd9a0583bece5198ba45832cf84e50d24e334c0694c24b38

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:b77890800e014385c3919bbdfaaeb3f32537227d63d0c565b78e2347e63899bc

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:fa09c707e80676489a88167c9b847cc9e83012b6f5dafe46de871503273abdd6

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:eefd51b2e5a83e86363af2d6ff303d0f90856244b9d589771389e04ca717abc3

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:e495295b47bd1523e14bc9cde5481b70311e025efcc30fbc22207ad4414bb492

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=sha256:829179fe382fdb027efd5812ba0f461846e1c921d8624dce3d6a29db4cea1573

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T23:09:11.156730Z digest=sha256:54dd5520a92ba998585950ec4fa037aac4699e6731b71ada9058291ac1cf4e28

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=sha256:883c206a192d6b1d245fec5f709931c5cfd11e311891a99c9f58216ad0c4c931

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

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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=sha256:76efb636e034f6fad732544709c075847c514a14cd6d14a571e4b726dca0a63c

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=sha256:0fffd423a5b5348f17859b91fff37296ec730543011a2b8bd2dac2e0842ae62b

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:b333f4cc7acbf19c0b7d4c4170341b589725094fd9efcbe217926aef6f158b89

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:cd8232d39e3c7e35e5270727b6ffcb0c840e3ae9edf1fbf73613550ae33399cf

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T23:09:11.169703Z digest=sha256:6eacc0f488305630d8e63744a2e1492b10ebb46beb859fdcd70182cb0d03350e

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

Resolution
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:e10dc16ff271458b2df2f40dabfad72447dc2801c7df48f1052decff671736a5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T23:09:11.179013Z digest=sha256:70d41e6ef44dad0c893768a7a76c4d0eaced0041eb7db93785609adcb1e81f89

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=sha256:2f7d8ad897b192685a0e0c8bd08f9ff6a9eb2bbf6ba604daa848ab90c8327270

Pith citing papers

No inbound Pith citation observations are available.