Paper Citation Record · LEDGER

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs

As of 9 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.18577.

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

pith.paper-citation-record.v1
2607.18577 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T15:04:55.072776Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

33 of 33 outbound references displayed

verified exact0
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 674da5b9-4994-4761-b286-9662da61ae78 · outbound

This paper cites Towards a clinically accessible radiology foundation model: open-access and lightweight, with automated evaluation.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Towards a clinically accessible radiology foundation model: open-access and lightweight, with automated evaluation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:51.118358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31951cbc-4414-48d6-a654-71e8bd4458d9 · outbound

This paper cites In: ICLR (2022).

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: ICLR (2022)

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:51.255137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 872ba460-590d-4e6c-8d84-1b04f2ccfdd4 · outbound

This paper cites In: ACL, pp.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: ACL, pp

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:51.361299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82330310-bcf5-4e05-aded-70906baa82d7 · outbound

This paper cites an unresolved cited work.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:51.511932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3abfaa7-3d89-46f6-bbf1-778c30ed6090 · outbound

This paper cites an unresolved cited work.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:51.714904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac839054-95a2-4a60-935d-609375a95f3a · outbound

This paper cites an unresolved cited work.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:51.923252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a97c8cf-8c52-48a0-86e4-747c97ba3974 · outbound

This paper cites Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:52.056618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf5bd45c-0943-4d8f-8561-bea59e5dbd24 · outbound

This paper cites In: CVPR, pp.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: CVPR, pp

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:52.211867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11e8a73e-89bd-43b7-90c3-c61c17151c64 · outbound

This paper cites In: NAACL, pp.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: NAACL, pp

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:52.293171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd471a77-f27d-4f99-9780-36bc788997c2 · outbound

This paper cites In: EMNLP, pp.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: EMNLP, pp

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:52.341332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9fa72cd-1f18-4081-972a-5d2e8ac393d2 · outbound

This paper cites CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:52.463815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7e6f995-e05a-4561-bea8-5bd44226cdca · outbound

This paper cites MedVH: Towards Systematic Evaluation of Hallucination for Large Vision Language Models in the Medical Context.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs MedVH: Towards Systematic Evaluation of Hallucination for Large Vision Language Models in the Medical Context

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:52.585464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ef05fe2-a106-40d1-b81a-d0f5c1ef63e0 · outbound

This paper cites an unresolved cited work.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:52.708273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58317088-c51c-4fe5-b8cc-ff3892bb28b4 · outbound

This paper cites In: ACL, pp.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: ACL, pp

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:52.865982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c72098b-2c70-4099-8e89-82decce23925 · outbound

This paper cites In: MICCAI (2025).

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: MICCAI (2025)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:52.970411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f72a0611-b9f9-4c30-9557-3dc79c3dfdc5 · outbound

This paper cites medRxiv 2023.12.21.23300146 (2023).

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs medRxiv 2023.12.21.23300146 (2023)

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:53.134396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3113b161-bf9d-4541-90a9-564bbd2871c7 · outbound

This paper cites arXiv:2510.10011 (2025).

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs arXiv:2510.10011 (2025)

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:53.246969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9056f008-1f22-4af9-a71f-b0bbe0414bd6 · outbound

This paper cites PSF-Med: Measuring and Explaining Paraphrase Sensitivity in Medical Vision Language Models.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs PSF-Med: Measuring and Explaining Paraphrase Sensitivity in Medical Vision Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:53.329857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ca3a03a-e21e-45e3-bfaf-a05fcfd9a929 · outbound

This paper cites In: Proceedings of Machine Learning Research (CHIL 2026), vol.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: Proceedings of Machine Learning Research (CHIL 2026), vol

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:53.434410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ecc257-bc86-42e9-87e9-11e3015276ca · outbound

This paper cites Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:53.540448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ddf1fb4-84ef-4194-aefd-09525ebee009 · outbound

This paper cites In: Clinical NLP Workshop, NAACL, pp.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: Clinical NLP Workshop, NAACL, pp

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:53.692186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9989c6eb-eb78-4c6d-93cf-5c741b5fd3d7 · outbound

This paper cites MedGemma Technical Report.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs MedGemma Technical Report

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:53.808296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2b0e6df-488e-44e8-a5af-d92df7be26f3 · outbound

This paper cites In: ICCV, pp.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: ICCV, pp

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:53.957218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21e266e0-1dce-446b-8774-b32cd69f1cda · outbound

This paper cites In: MIDL (2022).

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: MIDL (2022)

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:54.063709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eb4b48e-69da-4866-938e-c5cc85a1c5cc · outbound

This paper cites Qwen3-VL Technical Report.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Qwen3-VL Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:54.175651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eda87d6c-5603-430d-9185-079b5cf65d6c · outbound

This paper cites In: BMVC (2018).

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: BMVC (2018)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:54.279728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a26cdb0-71e3-48f4-9c19-bcb111aafb65 · outbound

This paper cites In: NeurIPS, vol.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: NeurIPS, vol

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:54.396088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96ac9902-bb35-41fa-9fcc-d35e24539c79 · outbound

This paper cites In: ICML, pp.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs In: ICML, pp

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:54.488378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac3e3b1d-9aa1-4ec0-a44b-898f736c3519 · outbound

This paper cites an unresolved cited work.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:54.598132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76dff016-4f40-4bf1-822b-d86446c8bb59 · outbound

This paper cites A Vision-Language Foundation Model to Enhance Efficiency of Chest X-ray Interpretation.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs A Vision-Language Foundation Model to Enhance Efficiency of Chest X-ray Interpretation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:54.741899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cfc13e8-9803-4225-9a17-91e9ffaaf842 · outbound

This paper cites Seeing without Looking: Do Vision-Language Benchmarks Really Test Vision?.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Seeing without Looking: Do Vision-Language Benchmarks Really Test Vision?

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:54.866011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e21e8e47-0ba8-4a57-89d5-334d3eed4b8b · outbound

This paper cites arXiv:2603.22623 (2026).

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs arXiv:2603.22623 (2026)

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:54.964618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a571570-92b5-4e63-9369-4d1adc73702f · outbound

This paper cites 6 Fingers, 1 Kidney: Natural Adversarial Medical Images Reveal Critical Weaknesses of Vision-Language Models.

Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs 6 Fingers, 1 Kidney: Natural Adversarial Medical Images Reveal Critical Weaknesses of Vision-Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:55.072776Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.