Paper Citation Record · LEDGER

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks

As of 7 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 3 inbound Pith citation observations for arXiv:2605.21825.

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

pith.paper-citation-record.v1
2605.21825 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T08:24:42.170351Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T10:06:43.759930Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T12:15:01.137692Z

Reference resolution

31 of 31 outbound references displayed

verified exact13
verified fuzzy12
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b1f90d4b-bf56-4741-8033-c90137c974af · outbound

This paper cites an unresolved cited work.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Unresolved cited work

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:24:45.080169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8fe39430-895a-4a67-b004-8517dd216745 · outbound

This paper cites SciVisAgentBench: A Benchmark for Evaluating Scientific Data Analysis and Visualization Agents.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks SciVisAgentBench: A Benchmark for Evaluating Scientific Data Analysis and Visualization Agents

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-30T01:16:29.708189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4eebb99f-daec-4367-9e3b-8b06f0e33115 · outbound

This paper cites an unresolved cited work.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-22T08:24:45.202712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9a2610c6-c024-4efe-a06d-049e9dea2fd1 · outbound

This paper cites Announcements: Introducing the model context protocol.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Announcements: Introducing the model context protocol

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.199749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3d109de9-87f5-47ca-9106-55367e0692d8 · outbound

This paper cites Equipping agents for the real world with agent skills.https://claude.com/blog/ equipping-agents-for-the-real-world-with-agent-skills.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Equipping agents for the real world with agent skills.https://claude.com/blog/ equipping-agents-for-the-real-world-with-agent-skills

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.206051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e4a316fe-7ef9-4d95-8b71-003da034a536 · outbound

This paper cites Harness design for long-running apps.https://www.anthropic.com/engineering/ harness-design-long-running-apps.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Harness design for long-running apps.https://www.anthropic.com/engineering/ harness-design-long-running-apps

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.197888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 35a38381-d403-44b5-9af7-b812fe9f3a1f · outbound

This paper cites Bendeck and J.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Bendeck and J

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.209696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ed10e472-a1b7-4a0b-a9b4-8d7a8d6bc063 · outbound

This paper cites Castelvecchi.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Castelvecchi

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.194504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 57da51e4-14ad-43b2-9a2b-394e7d599b4f · outbound

This paper cites an unresolved cited work.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-22T08:24:45.191329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eff5b575-1be5-42e2-8dfa-43d35a6e7181 · outbound

This paper cites an unresolved cited work.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Unresolved cited work

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:24:45.064491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 322f1bea-d567-4a80-85c3-03738b739bec · outbound

This paper cites Esmaeili, S.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Esmaeili, S

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.188195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 51fc8264-52b5-40ab-8171-ead625d9be7e · outbound

This paper cites Towards an AI co-scientist.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Towards an AI co-scientist

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-22T08:24:45.060172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 64d50c47-f1ba-4082-bcf3-00d8d34fe2a8 · outbound

This paper cites an unresolved cited work.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-22T08:24:45.177911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 58700f6d-3d53-4099-a49f-d5d9b5cefd57 · outbound

This paper cites Karpathy.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Karpathy

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.175202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8c290289-6fe6-4e18-a2b2-d968e85c5a91 · outbound

This paper cites Lee, S.-H.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Lee, S.-H

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.172188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 664251e9-484a-4ad4-bded-c97a6d3d6ac0 · outbound

This paper cites an unresolved cited work.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-22T08:24:45.169754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cfec2e88-b49a-452c-9826-3ff4fe94a831 · outbound

This paper cites See or Recall: A Sanity Check for the Role of Vision in Solving Visualization Question Answer Tasks with Multimodal LLMs.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks See or Recall: A Sanity Check for the Role of Vision in Solving Visualization Question Answer Tasks with Multimodal LLMs

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:24:45.051204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5ad7322f-f3e7-4a5a-93a7-339799bdaa7a · outbound

This paper cites an unresolved cited work.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-05-22T08:24:45.167136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c5a93de1-e252-4584-8180-13c31ae1e4f0 · outbound

This paper cites an unresolved cited work.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-22T08:24:45.164142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 60c0cab2-54c8-4537-a84e-0e1ec1529b49 · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-22T08:24:45.046957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f65b5454-e13e-40fa-a728-bbf248f7040b · outbound

This paper cites Evoscientist: Towards multi-agent evolving ai scientists for end-to-end scientific discovery.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Evoscientist: Towards multi-agent evolving ai scientists for end-to-end scientific discovery

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:24:45.081087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 671d0545-bd9f-4589-acc4-b02fe174a0e3 · outbound

This paper cites Playwright MCP documentation.https://playwright.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Playwright MCP documentation.https://playwright

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.180913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f3f7c498-0a26-4e7e-86a1-c43063d0a8a7 · outbound

This paper cites Kosmos: An AI Scientist for Autonomous Discovery.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Kosmos: An AI Scientist for Autonomous Discovery

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:40:55.079629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 934d999f-5bca-4e49-9cb9-34c021246b12 · outbound

This paper cites Pandey and A.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Pandey and A

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.175601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ae17685c-3277-4141-8e08-e31fcaa85b01 · outbound

This paper cites Peterka, T.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Peterka, T

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.184355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 97507822-4f58-4db8-a851-bf2c0ae80b80 · outbound

This paper cites Omniscientist: Toward a co-evolving ecosystem of human and ai scientists.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Omniscientist: Toward a co-evolving ecosystem of human and ai scientists

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:24:45.055423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fc546656-78d5-43fa-a78c-3cd2d606906b · outbound

This paper cites SASAV: Self-Directed Agent for Scientific Analysis and Visualization.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks SASAV: Self-Directed Agent for Scientific Analysis and Visualization

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-05-22T08:24:45.047199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dca583c3-7647-426d-997d-f5aa981109d7 · outbound

This paper cites AI-Researcher: Autonomous Scientific Innovation.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks AI-Researcher: Autonomous Scientific Innovation

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:24:45.055728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c8604306-cd27-4f6c-8ca4-53bedf260ce1 · outbound

This paper cites CoRR , volume =.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks CoRR , volume =

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:24:45.043004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b2404352-63ff-4978-a756-46c5395f3451 · outbound

This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-05-22T08:24:45.033463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c2b1b7fe-544d-42aa-a4f3-0ed94560b311 · outbound

This paper cites Bottom left: parallel-coordinates view for Challenge 1, Task 1.

Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks Bottom left: parallel-coordinates view for Challenge 1, Task 1

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T08:24:45.165764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation fcd52f2a-93ef-4d64-b1c4-745950c5267f · inbound

SciVisAgentSkills: Design and Evaluation of Agent Skills for Scientific Data Analysis and Visualization cites this paper.

SciVisAgentSkills: Design and Evaluation of Agent Skills for Scientific Data Analysis and Visualization Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-06-28T02:21:29.126866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1fee683a-cc5d-44ce-bbe9-e80f8767e83b · inbound

HiLSVA: Design and Evaluation of a Human-in-the-Loop Agentic System for Scientific Visualization cites this paper.

HiLSVA: Design and Evaluation of a Human-in-the-Loop Agentic System for Scientific Visualization Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-06-26T03:58:57.737794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9adee035-c3f3-41c7-bfe5-9d3ecf52a3ee · inbound

HiLSVA: Design and Evaluation of a Human-in-the-Loop Agentic System for Scientific Visualization cites this paper.

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T10:06:43.759930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.