Paper Citation Record · LEDGER

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer

As of 10 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 5 inbound Pith citation observations for arXiv:2508.01465.

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

pith.paper-citation-record.v1
2508.01465 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:39:23.719406Z

measured 23 of 23 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:31:57.831004Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T20:57:23.379401Z

Reference resolution

18 of 18 outbound references displayed

verified exact4
verified fuzzy0
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b3a81a9a-a90f-466e-87ed-16fb9baacce9 · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T05:39:22.273314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07c283a2-b086-4d14-8e5d-51d4341731b5 · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:25.828119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2dca1339-be9f-495d-96ae-275effbfad57 · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:25.690331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bd3eaaa4-f70d-4bcd-b49d-e903c9acd046 · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T05:39:22.536380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6875fbde-452f-498a-8a29-ca4f010e3b1e · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:25.516314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 22b74346-611d-4c5a-b21d-03d04861d91f · outbound

This paper cites Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T05:39:22.733935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fdf9e28-96f2-4633-af6e-60a79d9e3e7e · outbound

This paper cites Distilling the Knowledge in a Neural Network.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Distilling the Knowledge in a Neural Network

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T05:39:22.817520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c36901cb-01a4-4402-afb0-8f5a505ba8d8 · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:25.366217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7b6bcdbe-81ab-49d0-b18c-541973017c53 · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 9

Resolution: verified exact; raw_fallback, observed 2026-08-06T05:39:24.470334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f29e5e7b-8b5c-4f0b-8c9a-b63892d938ea · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:25.184250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d1aaa8bd-9a1c-4619-8b26-dd499c6d17bf · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:25.075978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 96dcf25c-8fd0-4f27-a4b3-3321e8be9a70 · outbound

This paper cites Othman, Mohammed Al-Shabi, and Abdullah Younis.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Othman, Mohammed Al-Shabi, and Abdullah Younis

Reference 12

Resolution: verified exact; doi, observed 2026-08-06T05:39:24.006333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c4eb9bba-6696-4466-9b2b-2922f950c691 · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:24.877698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9a832a1e-dab0-4033-8abf-5c921476e025 · outbound

This paper cites NestedFormer: Nested Modality-Aware Transformer for Brain Tumor Segmentation.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer NestedFormer: Nested Modality-Aware Transformer for Brain Tumor Segmentation

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T05:39:24.282243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3aa22cb4-3982-49ae-9765-c0c6baf23eaa · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 15

Resolution: verified exact; doi, observed 2026-08-06T05:39:23.851275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aa982657-399c-4cd6-97bd-4f613128d8ac · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:24.730270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a1f6b1b1-5be7-412a-9970-279c54298f85 · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:24.616254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 425021bc-ed07-4bcc-84ca-a776da735be6 · outbound

This paper cites an unresolved cited work.

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T05:39:23.719406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation fb0d8cc6-6e7b-4431-86d7-273f1b5ef454 · inbound

Why Relational Graphs Will Save the Next Generation of Vision Foundation Models? cites this paper.

Why Relational Graphs Will Save the Next Generation of Vision Foundation Models? EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T16:31:57.831004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48c34a41-d1ab-44de-b2b5-04b75923a0b8 · inbound

Neuro-Symbolic Manipulation Understanding with Enriched Semantic Event Chains cites this paper.

Neuro-Symbolic Manipulation Understanding with Enriched Semantic Event Chains EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:01:04.523388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 75574a27-8126-4a17-8687-7ac34089feaf · inbound

Trustworthy Visual Predicates for Robust Manipulation Understanding under Degradation cites this paper.

Trustworthy Visual Predicates for Robust Manipulation Understanding under Degradation EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:57:23.380789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6691fc13-40c7-429b-a3c5-09da38d7bfb8 · inbound

Beyond Pairwise Relations: Dynamic Manipulation Hypergraphs for Vision-Based Human Activity Recognition cites this paper.

Beyond Pairwise Relations: Dynamic Manipulation Hypergraphs for Vision-Based Human Activity Recognition EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T02:24:53.509821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bf59ecd-c83f-40e2-954f-ea25b509f8f9 · inbound

Lag-aware cross-hand alignment for dual-hand action segmentation cites this paper.

Lag-aware cross-hand alignment for dual-hand action segmentation EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T00:33:08.917449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.