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Paper Citation Record · LEDGER

Improving Token-based Object Detection with Video

As of 8 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 0 inbound Pith citation observations for arXiv:2506.22562.

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

pith.paper-citation-record.v1
2506.22562 v2

Coverage vector

measured 80 of 80 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:08:56.996491Z

measured 80 of 80 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

80 of 80 outbound references displayed

  • verified exact2
  • verified fuzzy32
  • unresolved46
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4c0f8410-705a-4a09-893e-5f5cb0bbcd59 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:16.130561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:49.073076Z digest=sha256:d59ad789a96a802e3bcbf3faabebd5809eaee196d051064fdbb79ce889f9017b

Observation 2e11ce43-ab55-4f6b-bd5a-0f87e3dd0ddd · outbound

This paper cites Singh, ‘‘P2S-Video: Extension of Pix2Seq for Video Detection and Segmentation,’’ online: https://github.com/abhineet123/p2s-video.

Improving Token-based Object Detection with Video Singh, ‘‘P2S-Video: Extension of Pix2Seq for Video Detection and Segmentation,’’ online: https://github.com/abhineet123/p2s-video

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:15.891665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:49.168444Z digest=sha256:ff713d2e8f3c96846844c7bbf115c882a64b3445b4d9c5233677633a1156529f

Observation 20bf1cf3-8fa1-4641-ab83-728dc3888fb6 · outbound

This paper cites Krizhevsky, I.

Improving Token-based Object Detection with Video Krizhevsky, I

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:15.688834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:49.290856Z digest=sha256:4260c95c18b80776ab17355d9bc286f6a1214566404dc0017eab852219182151

Observation 69d449d2-2c77-4086-b150-22b63de42fcc · outbound

This paper cites V aswani, N.

Improving Token-based Object Detection with Video V aswani, N

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:15.439159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:49.410930Z digest=sha256:4bb00ed98ef632bbc51df0a9c60aa9d0dd2336e6b214e50ad2863bf5a02da868

Observation 1e6fea63-c507-4eae-b71e-8f49810bfb10 · outbound

This paper cites Dosovitskiy, L.

Improving Token-based Object Detection with Video Dosovitskiy, L

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:15.171395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:49.531005Z digest=sha256:cf6014612d56b15adc6ac566f25de1a712bf2dd98d3b67213cf17204706a9062

Observation 81511da0-3428-40b8-9ae1-3faa93d28848 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:14.887865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:49.664398Z digest=sha256:90af4ee6d1beb9f33983cff274019aeda2a3c06f4fc3b430c5524547a72c024d

Observation 35ae646c-2551-463d-99cb-5dd348768c89 · outbound

This paper cites Girshick, ‘‘Fast R-CNN,’’ in ICCV, Dec 2015, pp.

Improving Token-based Object Detection with Video Girshick, ‘‘Fast R-CNN,’’ in ICCV, Dec 2015, pp

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:14.637662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:49.773205Z digest=sha256:f967359126c7eb8103511813925485592b35a207ed44fb1704b0c7eac57eab89

Observation d2e87bc5-e8f0-4266-a129-5420a136a21a · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:14.423942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:49.883593Z digest=sha256:ecbed49d2bafdf37b6f3dbee5e38228bc4b354890dea067080e46701b59d137e

Observation 8b37717a-5b37-425e-8e23-1d68adb79ec5 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:14.113273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:50.028825Z digest=sha256:c9b5a9fd5d6f3b730a75e904a0ae09fe849ae1d61c1a36740e92dc480ea53cf9

Observation 2bc976e6-3d3e-4663-a350-6964d3d74893 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:13.909888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:50.154351Z digest=sha256:718b7efafc3abfe186c56d740743ab4e502ccf041b440d70f3be4934cf65eaed

Observation 0bb9dc74-b125-4452-ae85-5b90ff763b1a · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:13.741993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:50.259547Z digest=sha256:f30ec982641bea9f2f1d59160306b250a59fb989cf8caa63114a20d2554df69c

Observation 8ee2cd50-f711-4b4c-9605-31bc88895f1e · outbound

This paper cites Cai and N.

Improving Token-based Object Detection with Video Cai and N

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:13.509454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:50.369165Z digest=sha256:6d530da4c64e2dffd7e2fca158927ff1a9b91a48560bb4e378fa1a9df1b7beb2

Observation 91c58741-a0c9-4dcf-b0f9-76339a63f50b · outbound

This paper cites Redmon, S.

Improving Token-based Object Detection with Video Redmon, S

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:13.313738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:50.446858Z digest=sha256:03e878a1720ecf3cd8bacdcf2cc3fd65b0117b13fd2cf737a26bbcb7b1145e69

Observation 7bc0485d-00b4-4680-9847-8b9bc141b0f3 · outbound

This paper cites Redmon and A.

Improving Token-based Object Detection with Video Redmon and A

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:13.099875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:50.554036Z digest=sha256:0679618121790493d3f3b5bd661b98e8146e9fb411e486e85dfda635c6e6f91c

Observation 29faa6e0-2a76-48f9-8eaa-c82d69233cc0 · outbound

This paper cites YOLOv3: An Incremental Improvement.

Improving Token-based Object Detection with Video YOLOv3: An Incremental Improvement

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T22:08:50.638480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:08:50.638480Z digest=sha256:9582a12f04f567443940aad7a636362d69caa347b4f59400efb8e22286e2767e

Observation 376b6ea4-1d2a-4af9-88ae-23d559039269 · outbound

This paper cites YOLOv4: Optimal Speed and Accuracy of Object Detection.

Improving Token-based Object Detection with Video YOLOv4: Optimal Speed and Accuracy of Object Detection

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T22:08:50.716406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:08:50.716406Z digest=sha256:3b3c8a4883e57c38882ac858d1e8e3da473646b9cfa97667f0c4d594826c2e6d

Observation 57892be5-041b-4fc7-992b-63aa35d8ad50 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:12.808310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:50.829421Z digest=sha256:6ac83219f48cbac4e9f2ee78f29ff67e8b8a5aa55f699a6f162c16f9d5f61cd8

Observation 7faff33c-816a-4b9f-909f-d160ca55de94 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:12.607511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:50.910132Z digest=sha256:203020febd7c540b3fadc14f348ad634b988050db2023d31843dd28784c49fb4

Observation a7d2f7f5-3ed8-4404-95b4-83aaeb434044 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:12.385318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:50.960308Z digest=sha256:d347978715bfad8bda8d0a2c007c30e09d1f38c9ec9d0d6fd9439a217d61206a

Observation 22e05e71-c94b-4ed7-9add-47abc4245e63 · outbound

This paper cites YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information.

Improving Token-based Object Detection with Video YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T22:08:51.029107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:08:51.029107Z digest=sha256:1f140353116ecaf2c89b068e0b146f2fc212dc6446c02071308de859ba7701fe

Observation 501f9bcf-00b1-44ba-b6df-5d4eeb8e0df1 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:12.167696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.104330Z digest=sha256:076abe98523f3bf195f702c1c8e7e7df95a65ea9ccd4df90bcdc445567f921a2

Observation 48338b3d-bf50-4909-a016-fd93297e8cc8 · outbound

This paper cites Shrivastava, A.

Improving Token-based Object Detection with Video Shrivastava, A

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:11.963878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.182910Z digest=sha256:2dbd15954b979cfd10acc6d1dc56607c311fc578c8ce5e95a2a90e09015ec33f

Observation 88e02138-3875-4ce4-b960-af745921c1b2 · outbound

This paper cites Bewley, Z.

Improving Token-based Object Detection with Video Bewley, Z

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:11.669215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.259474Z digest=sha256:7bc01a7a5aa7a938be6452b73c7b90dbf553e11ac4aff90f4dff2cf987b42abb

Observation 1ba7e822-45e6-4eda-9fa1-b31eb5553b5b · outbound

This paper cites Bochinski, V.

Improving Token-based Object Detection with Video Bochinski, V

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:11.376989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.320299Z digest=sha256:d6cb62e839f64d5f40fed90aa552ffe864ac70e29745da6fb4fd2dd1deede442

Observation 9b7015c9-ef9e-4d03-bad4-a9489f9d2a85 · outbound

This paper cites Chen, ‘‘Pix2Seq Codebase: Multi-tasks with generative modeling (au- toregressive and diffusion),’’ online: https://github.com/google-research/ pix2seq.

Improving Token-based Object Detection with Video Chen, ‘‘Pix2Seq Codebase: Multi-tasks with generative modeling (au- toregressive and diffusion),’’ online: https://github.com/google-research/ pix2seq

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:11.032396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.395483Z digest=sha256:892da7195b1e7b24ab79522255dc23ea2e9c13e791bb870dfa8b8afa5a227613

Observation f840b070-d0bb-4869-b1df-fb547a9225bd · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:10.722438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.507155Z digest=sha256:e98599b180d5afdeecc04cea0c3385bcb888eaf8cf5e848186ffdcbfce345982

Observation 77571269-251b-4f52-b7a4-3ab2e15fcf34 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:10.338144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.591045Z digest=sha256:b553d24be73cd1f1a58bf639b762e038e199f1fecd8c07bb8f5ef3359e699259

Observation c32f88ac-2960-4315-ab78-6f0d9da5f243 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:09.910925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.668228Z digest=sha256:e83fa52284ccd8678affc1d33bb18389066fcd81e52a30dacd4587c1deaff199

Observation 288d8f20-e090-4ab5-a516-f53943b26540 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:09.625636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.746139Z digest=sha256:76e215dbca2cdb109168f8612d1bdf7724a04bebd29bcfba50c6c27c13593838

Observation 64da93b6-4b1e-47be-ba5b-e6e3c9dae286 · outbound

This paper cites Zheng, B.

Improving Token-based Object Detection with Video Zheng, B

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:09.296176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.831501Z digest=sha256:c0ba393863a4649483546e855e85f8831e6f1bb0355523a1278d689ac711ba58

Observation 7baecdca-35fc-4850-b506-3b96338adbca · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:08.934355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.896143Z digest=sha256:9d452c202c48a4fd96fa778ea4550f27d272fedba625a2da16a703ed8133abc2

Observation 8623c80e-9dae-402c-8cff-5ff406567096 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:08.677079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:51.974165Z digest=sha256:b38e3a913cc97d9717c7f50c7023078fa0631a7edf99827c135caad947569059

Observation 836ff63d-0caf-4883-854f-a2580e941b27 · outbound

This paper cites Y ang, Z.

Improving Token-based Object Detection with Video Y ang, Z

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:08.464847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:52.051346Z digest=sha256:e9194804da76fae38c4dae23e4d7bf3911299ac7a537bc2993be230c49849fcd

Observation a9632719-641e-451d-a8f1-b9edc10d84a6 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:08.308185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:52.133972Z digest=sha256:87c8356c703f6585b0b2ada854272241c0934957a90bc4daa66b5fc8cfe6e512

Observation f9b85acb-0290-4e39-95c9-bf742462179b · outbound

This paper cites Elucidating image-to-set prediction: An analysis of models, losses and datasets.

Improving Token-based Object Detection with Video Elucidating image-to-set prediction: An analysis of models, losses and datasets

Reference 35

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:08:57.520870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:52.201180Z digest=sha256:da60f18d834793d9d3907a9d369b73f61a7ed3a5e9a0153edb9704855f0d496f

Observation 0bf6618c-7321-4b15-8e0c-5c956bbad0ea · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:08.126766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:52.271568Z digest=sha256:d9c15ab859a5a4089117dcc46b9d06bec9bba23fa8d1feb355d3c0c81b2fa961

Observation c25a1b47-ef3d-488e-acb3-0a9dfb80c6a7 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:07.894415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:52.359219Z digest=sha256:c751b1f3530ef4b1476d82b27370d2ad0331cf7f4f0050af62b2cea9becc7c54

Observation 0ef7e46e-802e-408c-8d00-46cdc72b2d7f · outbound

This paper cites Carion, F.

Improving Token-based Object Detection with Video Carion, F

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:07.622820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:52.464181Z digest=sha256:6af72a86b21739b1d99b692faf56c47789cbc4e39fcdb07b992d92846104652a

Observation 8b78a005-f3f8-417e-a8e8-f011f532a08a · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:07.337561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:52.548321Z digest=sha256:9d21f13316acc22a6f27bd51fd3555d440eba3a27ece9bf26e4b6e6bfdd3a2e0

Observation 4782c228-fd18-4f9d-92b6-128e9e96aa88 · outbound

This paper cites Kolesnikov, A.

Improving Token-based Object Detection with Video Kolesnikov, A

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:06.999927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:52.631551Z digest=sha256:b8b11fb5fded5472a1c28ff77cc769eacb2dbc0f137ae230162eed678b5816b0

Observation 52471ecd-b3e1-49e0-b8e4-85aa4e53e57a · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:06.670661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:52.739341Z digest=sha256:3b663e77b1c321beb2f652ee27aa367493b3464c09e8afd7df100fb58ee69b64

Observation 4e039d2c-0760-4ad0-b138-46011a95b063 · outbound

This paper cites T , ucudean, M.

Improving Token-based Object Detection with Video T , ucudean, M

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:06.529413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:52.848123Z digest=sha256:092ffd65ae2f43ac2c17ea491581df7e15a0cb5a419159b656f35f44ae2f5d92

Observation 1c80a80a-cc48-4202-9704-4e4905313294 · outbound

This paper cites A Survey of Large Language Models.

Improving Token-based Object Detection with Video A Survey of Large Language Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T22:08:52.957790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:08:52.957790Z digest=sha256:57de0acd2bbd3ad7bbe5a1c5216f4f87f7b950a9acdb3d06f3107aa1dab89538

Observation d06438ff-5f28-442a-9e70-471b22e45137 · outbound

This paper cites Large Language Models: A Survey.

Improving Token-based Object Detection with Video Large Language Models: A Survey

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T22:08:53.087107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:08:53.087107Z digest=sha256:8e8226a4112cab6be25cf0de242f4b815d9284012d34f2d717253d2805380843

Observation f1f47c7e-746c-4cf7-aad8-5f677e0e4dec · outbound

This paper cites Radford and K.

Improving Token-based Object Detection with Video Radford and K

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:06.383164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:53.173718Z digest=sha256:46fc15235906c145de5f710d0ba08081936185d4e6ca8d6c2f74894a1e7e893c

Observation aead6d9c-9e89-4744-9e15-aa2b91225c95 · outbound

This paper cites Fujitake and A.

Improving Token-based Object Detection with Video Fujitake and A

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:06.113945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:53.306489Z digest=sha256:c589ba6a2711627c7d82b1150218c8ecdd1c50e4b8d35b97e5cd89451b976b12

Observation cbc55454-9e04-4f17-9033-55bcbce2c606 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:05.820734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:53.395011Z digest=sha256:3c6ec7e40c6ba418fd6d55089779a0a34cb3b0c5ea7034f1533af650d51a6368

Observation 11a11027-67a7-4c6f-bc15-0bbd4f08dc9b · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:05.545403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:53.521712Z digest=sha256:d5534aaf8a06118c1724b359a95941b844618c947603bca03b2c4e078fe4b178

Observation b53c4d21-d3ce-47a5-9764-da30ba15f8b6 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:05.315816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:53.648418Z digest=sha256:da8f38dba00c58361542742c124ac0e8fb306850ce135e8bd9d5d675ad1e17fa

Observation 86a04881-3d33-43d1-bc3b-2de2459f0a57 · outbound

This paper cites Qi and X.

Improving Token-based Object Detection with Video Qi and X

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:05.048833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:53.752771Z digest=sha256:8045ba779b78e53bafaf72a9f7ce04705acff71dad77b8735cf0bb72739c6a29

Observation 85982f0c-9c4c-48fe-9ef5-c26408b087c4 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:04.784134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:53.825670Z digest=sha256:7aca27d21d00685ad82dd2f8a349b510d6d19698ed2b03d58fc118a9c50b89e1

Observation bd7d0316-1b48-498b-811e-3f83eb34e2ec · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:04.464338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:53.939187Z digest=sha256:c1a70a2dfa64d67b54cb22efb4a28cd526fc05ba98ea01d81a068112bda5a565

Observation 838b55f1-dc55-4b61-b89c-5ed9eab8813d · outbound

This paper cites Han and Z.

Improving Token-based Object Detection with Video Han and Z

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:04.169692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:54.014504Z digest=sha256:56b5fc5485ad0cc45133cd0039c3fdf60bb710616c030427559c41d73c1f00d5

Observation 3107fc8c-88f0-4546-99f6-44d2d8d54d16 · outbound

This paper cites Roh and K.-S.

Improving Token-based Object Detection with Video Roh and K.-S

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:03.853194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:54.161917Z digest=sha256:5436d6a68e166da9c2b59e24d573d93fce04e6e3948b73e4b402ef1c31a7acea

Observation 65da419d-a5e8-48f3-879d-fda2f22f1443 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:03.519138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:54.262961Z digest=sha256:ad2cce98bdffb70e9e96495a496c0f11516579512ea4a638e92b39469b878d7b

Observation f4712ac1-9c16-41fd-b52e-0a348a1e79e0 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:03.251127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:54.322754Z digest=sha256:e3b2e6347515dbdf01d2cb6ad39781e37737282457518cf74a97521632f0a5dc

Observation da6d414e-24f2-4b33-98da-0a5159ca6f73 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:02.940038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:54.432898Z digest=sha256:674040cff69a122a48eed37f1ea87ac42fa08ad6f01511a7e8c288593e33fffa

Observation 93925b1d-5981-47e1-8c44-e6401202694c · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:02.701640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:54.510779Z digest=sha256:8a8af8f632ef0375e0d4040e292e63f2196caf7caedd40b8ddcccae8af84802e

Observation 09f099a8-5234-404d-8073-c17f69672bd7 · outbound

This paper cites Sabater, L.

Improving Token-based Object Detection with Video Sabater, L

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:02.464391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:54.605067Z digest=sha256:56b6a68db757a1a91675d3c62ce1b04a7aea61f811795d4aef558cb3a7c83532

Observation e073e05e-418e-46db-9a37-a3241c781c28 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:02.293452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:54.693746Z digest=sha256:14095bf8693ca47f03eede1298047957faa7b4d4dc8d51167e82fec8e39c4e2c

Observation 8665dfcf-ef51-4271-af62-65666c7e2015 · outbound

This paper cites Practical Video Object Detection via Feature Selection and Aggregation.

Improving Token-based Object Detection with Video Practical Video Object Detection via Feature Selection and Aggregation

Reference 61

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:08:57.255479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:54.773269Z digest=sha256:0c32fafd44f645700bc24c431c10ab7ca9f76a81a8d28c2e4ca62179934f7cd5

Observation e1b0fcd1-e29b-46ec-b72e-41296d7069fb · outbound

This paper cites YOLOX: Exceeding YOLO Series in 2021.

Improving Token-based Object Detection with Video YOLOX: Exceeding YOLO Series in 2021

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T22:08:54.891067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:08:54.891067Z digest=sha256:6d5a865724bae49d058bf8f858e1dbff631709b741de2ba7589de95805935719

Observation 63bb0eae-bb75-4a3c-aef4-ffdafd11e4f8 · outbound

This paper cites Ehteshami Bejnordi, A.

Improving Token-based Object Detection with Video Ehteshami Bejnordi, A

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:02.067865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:54.990825Z digest=sha256:1cefae414698d876f55fd80b98a65d2596c84067f7d6eac51d30708a09faa148

Observation 0f67c8c9-fba8-44a6-9b8e-a7aba96fe0d4 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:01.862326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:55.117931Z digest=sha256:845182bb5a8f23f6f2b75317ab1a1be584e988d0e89e5634e36b02bbd5c7bd51

Observation 9caecb5c-338a-49cd-a1d5-cae3f1c2df0f · outbound

This paper cites Singh, ‘‘Video Detection and Segmentation with Language Modeling,’’ online: https://webdocs.cs.ualberta.ca/~asingh1/p2s/.

Improving Token-based Object Detection with Video Singh, ‘‘Video Detection and Segmentation with Language Modeling,’’ online: https://webdocs.cs.ualberta.ca/~asingh1/p2s/

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:01.628909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:55.298246Z digest=sha256:e715318be6d9b2dfd0f08f6fbb6bf4efb5aadffa447e73e68cf60a3e4a4d157e

Observation 9d636270-ff8a-4163-945b-1b90c5f787b4 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:01.457291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:55.446181Z digest=sha256:fbeaa9d30d05b3f16841121c9eb366a69114cc8a1f033fbcae20ec0147ae99c4

Observation 1e51c806-c108-40fd-9046-ff676350c86d · outbound

This paper cites Singh, I.

Improving Token-based Object Detection with Video Singh, I

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:01.257928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:55.611925Z digest=sha256:38ae8794c96e3b70beb3c0848640b0aa5d1c9d797efd739f88795aa141a3a73c

Observation 2270c98a-c7c9-47ca-8f5f-20a81a89bd3c · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:00.956998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:55.764701Z digest=sha256:295d56f4d10b67a395ef5d7c8c108026bca3b30d52d8b8ef2e8f319825e6372f

Observation 57f81d21-e62f-49ae-bbec-4f73d9165424 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:00.709294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:55.931441Z digest=sha256:17ae28429f6a3d239e6d3571035b7bea4f6cbd3354156bc0814a3997b1c6d386

Observation a9e830bc-8e60-4d93-b3e2-fb112e2373fb · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:09:00.375983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:56.073348Z digest=sha256:f380f5384da45e1ea913f4e55a378fbc8b8506122ab90df8428e6fda7d313381

Observation b856c832-c9da-46c5-8866-455a2310d42a · outbound

This paper cites Feichtenhofer, H.

Improving Token-based Object Detection with Video Feichtenhofer, H

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:09:00.050683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:56.237667Z digest=sha256:c94a752ef56bfd6e2f5af7cf212e8bc1b993a48d0238cfd291954ab7e387b32a

Observation 4c41a461-e2d2-47c7-98bc-f07cbe7ad9bb · outbound

This paper cites Innat, ‘‘Keras 3 Implementation of Video Swin Transformers for 3D Video Modeling,’’ online: https://github.com/innat/VideoSwin, December 2024.

Improving Token-based Object Detection with Video Innat, ‘‘Keras 3 Implementation of Video Swin Transformers for 3D Video Modeling,’’ online: https://github.com/innat/VideoSwin, December 2024

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:08:59.787399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:56.420963Z digest=sha256:f292077f71edd970eb73d5d56ae7a2e19a94dfe272e19458b0bb504cf136e0ce

Observation e5fe5d36-526d-4dc4-b5a9-82e5e7fae5f5 · outbound

This paper cites The Kinetics Human Action Video Dataset.

Improving Token-based Object Detection with Video The Kinetics Human Action Video Dataset

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-06T22:08:56.563182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:08:56.563182Z digest=sha256:cdd7f7bf11d86e74f7bca9972f84f3e2b706c25686369e9488d74fa1f7d48ff4

Observation ee330ee6-cf82-4f00-bcdb-debb69115e7a · outbound

This paper cites Singh, M.

Improving Token-based Object Detection with Video Singh, M

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:08:59.467976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:56.589323Z digest=sha256:e72c76947a6bfd82e3433e8bf0541858d1a2578365429dffe947f45b0ed16fce

Observation a0c87772-eebb-4c99-9a72-a72c4913561d · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:08:59.159373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:56.592808Z digest=sha256:361d016e55bbfcfa68f218f14ead620b87925978d1dcf95341c2ed6750be3d85

Observation 918b705a-7cc4-4e75-91f1-64c2d907101c · outbound

This paper cites Fujitake and A.

Improving Token-based Object Detection with Video Fujitake and A

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:08:58.818729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:56.596122Z digest=sha256:c7c0ebb7a7eaa2c7a22408c5d4788d8e1b1a35316f4d5038679bfacf0a844754

Observation ad074750-44f9-4600-a407-b0f89e103946 · outbound

This paper cites Kim, P .-K.

Improving Token-based Object Detection with Video Kim, P .-K

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:08:58.546252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:56.600031Z digest=sha256:1c5bc7dd20cbc20e4594d65d88516515804b3fa5079130e0cda4df1cecd4234a

Observation 8b742cfc-3ff2-47cd-8e7d-d5673a6017a2 · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:08:58.326295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:56.665369Z digest=sha256:0e96b6c40560b047ec8afbfac97d6098db344717d4f5dffbc49f149c3c538b6d

Observation cada7776-c21b-4ae1-8a89-0c8074b1271d · outbound

This paper cites Perreault, G.-A.

Improving Token-based Object Detection with Video Perreault, G.-A

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:08:58.000544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:56.824761Z digest=sha256:1f56f96626b04a5b8909ab9a2c704a05bf3db6eff1bc3f880c5b42653379eba5

Observation 015f525b-b456-472e-a558-b653414d9a2f · outbound

This paper cites an unresolved cited work.

Improving Token-based Object Detection with Video Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:08:57.770295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:08:56.996491Z digest=sha256:19709bbf88a848d710d33b7d1dd88f9798e1357a1aaeaf022d6d4f77bb454f0f

Pith citing papers

No inbound Pith citation observations are available.