Paper Citation Record · LEDGER

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering

As of 17 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 4 inbound Pith citation observations for arXiv:2506.18407.

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

pith.paper-citation-record.v1
2506.18407 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:20:59.330098Z

measured 49 of 49 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T17:09:18.158251Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

45 of 45 outbound references displayed

verified exact10
verified fuzzy4
unresolved23
parse uncertain0
malformed identifier7
metadata mismatch1

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 4d21a168-8bb5-4d11-963d-801a84acf74a · outbound

This paper cites NLI4VolVis: Natural Language Interaction for Volume Visualization via LLM Multi-Agents and Editable 3D Gaussian Splatting.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering NLI4VolVis: Natural Language Interaction for Volume Visualization via LLM Multi-Agents and Editable 3D Gaussian Splatting

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:54.614753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b79d2157-83e5-4139-9028-ea928a0659cb · outbound

This paper cites Berger, J.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Berger, J

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:54.695403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa370235-2ae2-4352-96ee-a0c211d7ee3a · outbound

This paper cites MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:54.855811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1989a8b-5fbc-4925-9a07-57c2d2e247af · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:21:05.460709Z

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.

Observation f4066b62-ee45-4dbe-879b-5e0314e3f79a · outbound

This paper cites Correa and K.-L.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Correa and K.-L

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:55.200612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 428e83fc-23d9-4a46-837a-d633fa7de81e · outbound

This paper cites Correa and K.-L.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Correa and K.-L

Reference 6

Resolution: verified exact; doi, observed 2026-08-06T23:21:01.234348Z

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.

Observation 59913de8-1dbd-4a6e-bcdb-a8746489c01d · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 7

Resolution: malformed identifier; no resolver link, observed 2026-08-06T23:20:55.400170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3fe439b-ade1-4c3c-a142-626a4bcb5a44 · outbound

This paper cites Dietrich and H.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Dietrich and H

Reference 8

Resolution: verified exact; doi, observed 2026-08-06T23:21:01.066341Z

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.

Observation 5b87ab21-34bf-4c3e-b5ea-2275af6f5db1 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:21:05.237016Z

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.

Observation f866a675-b140-42d0-bbb5-ddb29adcb990 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 10

Resolution: malformed identifier; no resolver link, observed 2026-08-06T23:20:55.706399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a19d1e54-161e-40a9-9133-1dfaca4ddc2d · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:21:05.146888Z

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.

Observation d2f0e17a-f46d-4e19-a908-8b90285ec21f · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:55.956600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2480105b-24c8-43aa-b032-8e12789bad2c · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 13

Resolution: malformed identifier; no resolver link, observed 2026-08-06T23:20:56.040113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d86393ef-ad61-477e-8d6a-433b44bcaca7 · outbound

This paper cites Jeong, J.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Jeong, J

Reference 14

Resolution: malformed identifier; no resolver link, observed 2026-08-06T23:20:56.195876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 218c1310-1853-478e-bc5c-fef548f39239 · outbound

This paper cites Jönsson, M.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Jönsson, M

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:56.316288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dec80fb-1136-4e2a-9f1d-1e7af537e773 · outbound

This paper cites Kindlmann.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Kindlmann

Reference 16

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T23:21:02.589077Z

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.

Observation 1ad18b18-b71e-408b-8503-3f526e312164 · outbound

This paper cites Kniss, G.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Kniss, G

Reference 17

Resolution: verified exact; doi, observed 2026-08-06T23:21:00.661839Z

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.

Observation e767496f-e12d-4b5d-b823-da85310cafa5 · outbound

This paper cites Kniss, S.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Kniss, S

Reference 18

Resolution: verified exact; doi, observed 2026-08-06T23:21:00.478623Z

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.

Observation bd698b3c-62af-4228-8d20-5607dc9636f3 · outbound

This paper cites Kniss, R.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Kniss, R

Reference 19

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T23:21:02.416886Z

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.

Observation a29f85da-89bc-495e-9392-c93fcb56ca25 · outbound

This paper cites ParaView-MCP: An Autonomous Visualization Agent with Direct Tool Use.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering ParaView-MCP: An Autonomous Visualization Agent with Direct Tool Use

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:56.903528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84910259-f00a-4198-990f-c42b7a43e220 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:21:04.903833Z

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.

Observation b140979b-00ba-4688-9bc6-6f651f178276 · outbound

This paper cites Ljung, J.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Ljung, J

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:57.193224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 884e7a55-9716-4368-b680-cd477478a703 · outbound

This paper cites ParaView-MCP: An Autonomous Visualization Agent with Direct Tool Use.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering ParaView-MCP: An Autonomous Visualization Agent with Direct Tool Use

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:57.009967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca83027a-f44c-403f-9102-c4257987b239 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:21:04.345689Z

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.

Observation 34be44ab-e65a-4934-9c5d-2a52400658f9 · outbound

This paper cites Maciejewski, I.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Maciejewski, I

Reference 25

Resolution: verified exact; doi, observed 2026-08-06T23:21:00.175610Z

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.

Observation d76e0d07-694e-46a8-862c-0c807fa05f76 · outbound

This paper cites Lundstrom, P.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Lundstrom, P

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:21:04.680589Z

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.

Observation fb50bd01-349e-440d-a396-c222c11fe032 · outbound

This paper cites Marks, B.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Marks, B

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:57.780019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9fb76b1-a979-45e8-904b-7c5815ac50f4 · outbound

This paper cites Nguyen, C.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Nguyen, C

Reference 28

Resolution: verified exact; raw_fallback, observed 2026-08-06T23:21:02.014556Z

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.

Observation 59556393-a4fd-427e-a4c2-64c18069ac66 · outbound

This paper cites Mallick, O.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Mallick, O

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:57.705415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e178c60-58e9-4b82-b38b-69dc59cc482c · outbound

This paper cites Pfister, B.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Pfister, B

Reference 30

Resolution: malformed identifier; no resolver link, observed 2026-08-06T23:20:58.163036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c49344c-78df-4e05-96d4-299b10ac90bb · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 31

Resolution: verified exact; doi, observed 2026-08-06T23:21:00.046811Z

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.

Observation bf79a860-70aa-4f09-8ca6-2e25e9062c61 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:58.046983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d08e275-5147-498d-a723-a97269b9d0e7 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:21:03.983578Z

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.

Observation b5b6711d-c9c4-43ec-bb58-4e903b89df62 · outbound

This paper cites TexGS-VolVis: Expressive Scene Editing for Volume Visualization via Textured Gaussian Splatting.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering TexGS-VolVis: Expressive Scene Editing for Volume Visualization via Textured Gaussian Splatting

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:20:59.823693Z

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.

Observation f00bd50c-4018-4649-b23d-da14b408edd1 · outbound

This paper cites Prauchner, C.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Prauchner, C

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:21:04.168370Z

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.

Observation 0d3333c4-5058-4fc4-aea3-d68c770d426f · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:58.594917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78613c02-4c9d-4dff-b52d-25803331c96c · outbound

This paper cites Tzeng, E.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Tzeng, E

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:21:03.641041Z

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.

Observation ac96f71c-6fe5-4fc5-8435-0118c3b6f629 · outbound

This paper cites Tang and C.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Tang and C

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:21:03.795638Z

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.

Observation 6766ee30-a96e-4d7b-ac94-0deaa7a10e9d · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 39

Resolution: verified exact; doi, observed 2026-08-06T23:20:59.567649Z

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.

Observation 578ed16e-d8d0-430d-839a-d9d84fb0f264 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:21:03.398215Z

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.

Observation ae12d7d5-b6a6-4142-b0d6-9bdd709a0362 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 42

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T23:21:01.601063Z

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.

Observation 1869aad0-5428-4a78-b13a-8586100252d3 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:59.330098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10fbdc97-ab89-4543-9c10-3f2b8d0f8da4 · outbound

This paper cites Wu and H.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Wu and H

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:59.145725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8163aa51-ab51-4c37-bdd8-d0855d19e443 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 2014

Resolution: verified exact; doi, observed 2026-08-06T23:21:00.936511Z

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.

Observation 6db44dc3-07c7-42c9-86a2-94f5a7974548 · outbound

This paper cites an unresolved cited work.

IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering Unresolved cited work

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:55.092288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation bce42471-8ae0-4eba-bbde-f7f9fe4b7d46 · inbound

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

SciVisAgentBench: A Benchmark for Evaluating Scientific Data Analysis and Visualization Agents IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering

Reference 61

Resolution: unresolved; no resolver link, observed 2026-07-13T15:55:53.399860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a95584d3-33dd-4b6d-a2f5-9af06e8d029a · inbound

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

SciVisAgentBench: A Benchmark for Evaluating Scientific Data Analysis and Visualization Agents IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T17:09:18.158251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eb20907-feb9-4ce7-b54b-324df71a07b6 · inbound

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

SASAV: Self-Directed Agent for Scientific Analysis and Visualization IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:58:04.073162Z

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.

Observation a7628274-1fd4-47dc-800a-a6acb3523226 · 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 IntuiTF: MLLM-Guided Transfer Function Optimization for Direct Volume Rendering

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-02T10:06:43.844023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.