Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:59:57.682365Z
Paper Citation Record · LEDGER
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images
As of 10 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2608.06270.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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
Reference resolution
43 of 43 outbound references displayed
- verified exact0
- verified fuzzy12
- unresolved30
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation d82b6fed-dea3-46e6-92b2-2c8db25c4eb2 · outbound
This paper cites an unresolved cited work.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:59:58.447295Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7c50d9d6-9b62-4518-8c23-99c3ece758ea · outbound
This paper cites 2025 , howpublished =.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images 2025 , howpublished =
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.530114Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e13f45a-d8c0-465c-a485-2713fee1672c · outbound
This paper cites DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.533868Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 412906a5-5883-4b22-a25d-22af31da8d07 · outbound
This paper cites Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.539271Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 707b08cd-bbe9-45da-bbd1-892a8a363659 · outbound
This paper cites Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.543577Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be34feac-cd66-4ded-9b50-32ed519f3027 · outbound
This paper cites What Does Vision Tool-Use Reinforcement Learning Really Learn? Disentangling Tool-Induced and Intrinsic Effects for Crop-and-Zoom.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images What Does Vision Tool-Use Reinforcement Learning Really Learn? Disentangling Tool-Induced and Intrinsic Effects for Crop-and-Zoom
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.548507Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6cafb6f-b69e-4b27-99ad-2131c0621706 · outbound
This paper cites DeFacto: Counterfactual Thinking with Images for Enforcing Evidence-Grounded and Faithful Reasoning.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images DeFacto: Counterfactual Thinking with Images for Enforcing Evidence-Grounded and Faithful Reasoning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.552598Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c6e19d9-db7e-46a8-9b44-f114773d0874 · outbound
This paper cites arXiv preprint arXiv:2511.19661 , year=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images arXiv preprint arXiv:2511.19661 , year=
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.557343Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59e5acea-6331-451b-b8f1-bbe5b9cec8d4 · outbound
This paper cites 2009 , publisher=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images 2009 , publisher=
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.560924Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac89f470-a781-4639-8b05-49a4cd408c23 · outbound
This paper cites arXiv preprint arXiv:2602.11858 , year=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images arXiv preprint arXiv:2602.11858 , year=
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.564676Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba54487f-f432-4870-8f2f-789a998a80ea · outbound
This paper cites Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.568156Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec32dbb7-ffc0-41e3-81f0-fca869658ccf · outbound
This paper cites Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence (UAI) , pages=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence (UAI) , pages=
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.421540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 84159bc3-ac52-4650-8579-f2dadf991ac9 · outbound
This paper cites Proceedings of the 19th International Joint Conference on Artificial Intelligence (IJCAI) , pages=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Proceedings of the 19th International Joint Conference on Artificial Intelligence (IJCAI) , pages=
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.409963Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 98b253b2-cf11-4b7b-82e8-005bb6ae4f23 · outbound
This paper cites Epidemiology , volume=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Epidemiology , volume=
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.578740Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 603b12ca-dc58-46cf-9e6e-a9bd746ab91c · outbound
This paper cites The Fourteenth International Conference on Learning Representations , year=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images The Fourteenth International Conference on Learning Representations , year=
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.390315Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 473d1af8-4efb-4f7c-939b-514d1e1a5c43 · outbound
This paper cites arXiv:2602.20739 , year=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images arXiv:2602.20739 , year=
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.585690Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 264a6113-9ed7-4a24-bbd7-6731aa790176 · outbound
This paper cites an unresolved cited work.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:59:58.380093Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1f61b166-7c9d-4a01-af62-604704d3b874 · outbound
This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Proceedings of the AAAI Conference on Artificial Intelligence , volume=
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.592559Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f81450ed-36ed-415c-a87c-c991791243f6 · outbound
This paper cites 2025 , url=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images 2025 , url=
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.360597Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 898bd717-1f9f-4162-a602-cc10558ba74b · outbound
This paper cites Qwen3-VL Technical Report.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Qwen3-VL Technical Report
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.599354Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 104203e1-42af-4062-9983-ac4c9157f27e · outbound
This paper cites Advances in Neural Information Processing Systems , year=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Advances in Neural Information Processing Systems , year=
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.349021Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8b6b82c6-0891-4365-831c-b9a7feef4f99 · outbound
This paper cites Measuring Faithfulness in Chain-of-Thought Reasoning.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Measuring Faithfulness in Chain-of-Thought Reasoning
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.606085Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f89b7cfe-c052-4eed-b1f7-e45d2b181d0c · outbound
This paper cites International Conference on Machine Learning , pages=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images International Conference on Machine Learning , pages=
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.337547Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 493a2e97-06cd-4bcf-97da-6f6b4d13dc21 · outbound
This paper cites Chain-of-Thought Unfaithfulness as Disguised Accuracy.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Chain-of-Thought Unfaithfulness as Disguised Accuracy
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.613040Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bd6de40-fcb5-4de8-8f69-801dc5b248fa · outbound
This paper cites Let's Verify Step by Step.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Let's Verify Step by Step
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.616610Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cf8d62b-9218-4435-bd73-c19ed88a1f5f · outbound
This paper cites Solving math word problems with process- and outcome-based feedback.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Solving math word problems with process- and outcome-based feedback
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.619993Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 546eacd8-f139-44fe-b2d9-43603370f719 · outbound
This paper cites ACL , year=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images ACL , year=
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.326753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6c571a97-648f-4766-b645-73d809e823d8 · outbound
This paper cites Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.626712Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fa49c78-0f6e-4baa-a18f-d2c89034f342 · outbound
This paper cites TACO: Tool-Augmented Credit Optimization for Agentic Tool Use.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images TACO: Tool-Augmented Credit Optimization for Agentic Tool Use
Reference 29
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-07T10:59:57.906716Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f109b8b4-9a45-462b-b802-70f147be0ea6 · outbound
This paper cites arXiv preprint arXiv:2511.23031 , year=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images arXiv preprint arXiv:2511.23031 , year=
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.634053Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d94ca016-750d-44be-b2b9-8bc4ed758d3f · outbound
This paper cites The Fourteenth International Conference on Learning Representations , year=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images The Fourteenth International Conference on Learning Representations , year=
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.316514Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 31a48751-07b2-43c0-a07d-130dcf8fa202 · outbound
This paper cites Aho and Jeffrey D.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Aho and Jeffrey D
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.640812Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e97c4589-d272-4888-831b-af8dbf4454db · outbound
This paper cites an unresolved cited work.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.644502Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a16b1ac5-424f-4560-9a65-a7fe47f7e690 · outbound
This paper cites Chandra and Dexter C.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Chandra and Dexter C
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.649524Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7296213-889d-43d2-9a48-8142de187c5e · outbound
This paper cites Scalable training of.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Scalable training of
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.653157Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09a8021c-bc40-4844-9010-19afaa34ac0e · outbound
This paper cites an unresolved cited work.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Unresolved cited work
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.656790Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7908b4c2-26a0-4df4-9b8a-a9bcf517c3ef · outbound
This paper cites Tetreault , title =.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Tetreault , title =
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.660273Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 840532fb-6b7b-42b6-93d1-1445d0c9ddfa · outbound
This paper cites A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.663903Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83f88480-09a8-4e9a-ba5a-14cfa4b7e704 · outbound
This paper cites arXiv preprint arXiv:2512.01827 , year=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images arXiv preprint arXiv:2512.01827 , year=
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:59:57.667427Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7dfb4a27-3918-493a-b95a-f617c8b97f05 · outbound
This paper cites Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages=
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.266607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 35cda433-ede5-4381-910d-ac5e9e3636ab · outbound
This paper cites International Conference on Learning Representations , volume=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images International Conference on Learning Representations , volume=
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.253594Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4aa5eed6-26b5-4080-b4ff-ba4ebe3f8456 · outbound
This paper cites Findings of the Association for Computational Linguistics: ACL 2025 , pages=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Findings of the Association for Computational Linguistics: ACL 2025 , pages=
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.242241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1462191a-f171-439f-ac01-dcfe7ddc9dfa · outbound
This paper cites Findings of the Association for Computational Linguistics: EMNLP 2024 , pages=.
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Findings of the Association for Computational Linguistics: EMNLP 2024 , pages=
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:59:58.231035Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Pith citing papers
No inbound Pith citation observations are available.