Paper Citation Record · LEDGER

Physics-Guided Radiotherapy Treatment Planning with Deep Learning

As of 17 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2506.19880.

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

pith.paper-citation-record.v1
2506.19880 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:43:34.525423Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

35 of 35 outbound references displayed

verified exact10
verified fuzzy8
unresolved16
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 695f438a-f238-4812-abae-d5efc233d215 · outbound

This paper cites Medical Physics22(3), 379–388 (1995).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Medical Physics22(3), 379–388 (1995)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:43:36.040257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b88dffad-5785-423e-95b4-529b61ad65be · outbound

This paper cites Medical Physics 36(11), 5128–5138 (2009).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Medical Physics 36(11), 5128–5138 (2009)

Reference 2

Resolution: verified exact; doi, observed 2026-08-15T18:43:35.215415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9f24bacd-44de-45a3-84ff-fd7796ec1eae · outbound

This paper cites Physics in Medicine & Biology51(13), R363–R379 (2006).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Physics in Medicine & Biology51(13), R363–R379 (2006)

Reference 3

Resolution: verified exact; doi, observed 2026-08-15T18:43:35.144022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 16626c27-422e-4508-8890-93c952a864c5 · outbound

This paper cites Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:33.617870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ac777ea-5635-4b88-a8f0-3a82ae92fa0d · outbound

This paper cites Leaver,M.T.:Washington&Leaver’s Principles and Practice of Radiation Therapy.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Leaver,M.T.:Washington&Leaver’s Principles and Practice of Radiation Therapy

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:43:36.030137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d6ac464a-41f5-46a4-9470-24c08bdf2394 · outbound

This paper cites On the Properties of Neural Machine Translation: Encoder-Decoder Approaches.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning On the Properties of Neural Machine Translation: Encoder-Decoder Approaches

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:33.731337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca1a0296-dea1-48c1-b925-0c305fdf5c23 · outbound

This paper cites Elsevier (2013).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Elsevier (2013)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:43:35.996504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4893e9b7-0c19-4eeb-a4b0-af5734569f2e · outbound

This paper cites Cancer104(6), 1129–1137 (2005).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Cancer104(6), 1129–1137 (2005)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:43:35.872209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e8199c16-bd13-4eb2-acf0-c4c384718ad9 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:33.838767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d34eaafc-0e29-4345-b3e3-6b807c25aa3a · outbound

This paper cites an unresolved cited work.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:43:35.826583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e577338b-c6f6-400f-95d9-0d40da7cd081 · outbound

This paper cites Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:33.892129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 876e9b9b-25fd-46b6-933a-562a3bef0557 · outbound

This paper cites MIT Press (2016).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning MIT Press (2016)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:33.919206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d8c6778-fa00-49ed-b0e0-7a6d2ef87700 · outbound

This paper cites UNETR: Transformers for 3D Medical Image Segmentation.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning UNETR: Transformers for 3D Medical Image Segmentation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:33.965379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e180c5e1-de54-4aa2-94a5-0db07b7f35dc · outbound

This paper cites Medical Physics 50(8), 5088–5094 (Aug 2023).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Medical Physics 50(8), 5088–5094 (Aug 2023)

Reference 14

Resolution: verified exact; doi, observed 2026-08-15T18:43:35.030512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7fd0196e-084b-415e-a4ea-9c7ec255f540 · outbound

This paper cites Medical Physics51(6), 3972– 3984 (2024).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Medical Physics51(6), 3972– 3984 (2024)

Reference 15

Resolution: verified exact; doi, observed 2026-08-15T18:43:34.978290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3f2a6141-2ed1-403e-965b-0b2bc108e0cd · outbound

This paper cites Medical Physics47(12), 6140–6150 (2020).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Medical Physics47(12), 6140–6150 (2020)

Reference 16

Resolution: verified exact; doi, observed 2026-08-15T18:43:34.902437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ba8c059f-55f4-4f59-abba-ea63012b9cda · outbound

This paper cites Physics in Medicine & Biology 67(18), 185017 (2022).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Physics in Medicine & Biology 67(18), 185017 (2022)

Reference 17

Resolution: malformed identifier; no resolver link, observed 2026-08-15T18:43:34.114158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f867b64-5369-40c2-80bd-73f47f530998 · outbound

This paper cites Cancers (Basel) 16(6) (2024).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Cancers (Basel) 16(6) (2024)

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:34.145048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4208aec1-8c27-4836-9e3a-4ece897d5853 · outbound

This paper cites Continuous control with deep reinforcement learning.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Continuous control with deep reinforcement learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:34.188672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50348046-a604-47f9-ae7e-0235291008fe · outbound

This paper cites Accelerating Radiation Therapy Dose Calculation with Nvidia GPUs.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Accelerating Radiation Therapy Dose Calculation with Nvidia GPUs

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-15T18:43:35.370555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e32bc642-b436-4514-b397-47099f47b12e · outbound

This paper cites Decoupled Weight Decay Regularization.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Decoupled Weight Decay Regularization

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:34.242914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 289a4dc3-1b28-44d2-a849-e180177451a6 · outbound

This paper cites Physics in Medicine & Biology 67(15) (jul 2022).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Physics in Medicine & Biology 67(15) (jul 2022)

Reference 22

Resolution: verified exact; doi, observed 2026-08-15T18:43:34.802947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8489dc51-cc8d-46e6-af49-84f4621ac22a · outbound

This paper cites Medical Physics 35(1), 310–317 (2008).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Medical Physics 35(1), 310–317 (2008)

Reference 23

Resolution: verified exact; doi, observed 2026-08-15T18:43:34.761649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c27e5e26-169c-4eca-9b0a-9b699db92171 · outbound

This paper cites an unresolved cited work.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:43:35.693234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 90c7cb6a-f08d-420c-a4a5-4170d85a5266 · outbound

This paper cites Medical Physics47(6), 2329–2336 (2020).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Medical Physics47(6), 2329–2336 (2020)

Reference 25

Resolution: verified exact; doi, observed 2026-08-15T18:43:34.740738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7594e2ae-dec8-4a23-b7ef-9ad4c977f453 · outbound

This paper cites MIT Press, 2nd edn.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning MIT Press, 2nd edn

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:34.362213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8e1ff3a-2701-4603-a9d6-b5b6e96105d7 · outbound

This paper cites Physics in Medicine & Biology 60(2), 623 (2015).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Physics in Medicine & Biology 60(2), 623 (2015)

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:43:35.676340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 86427f78-954d-4bcf-8b9e-0bf19721efe0 · outbound

This paper cites Physics in Medicine & Biology (2023).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Physics in Medicine & Biology (2023)

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:43:35.637549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c7c89997-1ac4-4b38-a902-8b237f5220ec · outbound

This paper cites Physics in Medicine & Biology48(21), R107–R164 (2003) Physics-Guided Radiotherapy Treatment Planning with Deep Learning 11.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Physics in Medicine & Biology48(21), R107–R164 (2003) Physics-Guided Radiotherapy Treatment Planning with Deep Learning 11

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:43:35.596855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation baadc982-7541-436a-a565-dcab617e0348 · outbound

This paper cites an unresolved cited work.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:43:35.575542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f12d2703-86aa-4648-b5bc-1e630109df85 · outbound

This paper cites Medical Physics34(5), 1647–1654 (2007).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Medical Physics34(5), 1647–1654 (2007)

Reference 31

Resolution: verified exact; doi, observed 2026-08-15T18:43:34.639620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2b366f52-a554-4be0-8bbc-5de7bfb13465 · outbound

This paper cites Lil’Log (2024), https://lilianweng.github.io/posts/2024-11-28-reward-hacking/.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Lil’Log (2024), https://lilianweng.github.io/posts/2024-11-28-reward-hacking/

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:43:35.493607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3061008c-9bbd-4eef-bba4-239245572b08 · outbound

This paper cites Physics and Imaging in Ra- diation Oncology 30, 100575 (2024).

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Physics and Imaging in Ra- diation Oncology 30, 100575 (2024)

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:34.514779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddfcd7e7-b916-4422-a01f-35811cb8a847 · outbound

This paper cites 3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning 3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T18:43:34.525423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e332a00-03d1-4bc1-97a4-fb75a31c76b8 · outbound

This paper cites an unresolved cited work.

Physics-Guided Radiotherapy Treatment Planning with Deep Learning Unresolved cited work

Reference 1626

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:43:35.510696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

No inbound Pith citation observations are available.