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Paper Citation Record · LEDGER

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2607.06854.

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

pith.paper-citation-record.v1
2607.06854 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-10T00:24:29.243875Z

measured 36 of 36 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

36 of 36 outbound references displayed

  • verified exact6
  • verified fuzzy10
  • unresolved20
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d43593ae-8d2c-4cd5-9293-58a92de0a9b8 · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.800269Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:4cd4707d486f503ffd60688fa6809cbd92d6ffe79334e6bcf1a2535c6a5972f5

Observation 773fda6d-658a-4e98-9d94-b9200e4e4b9e · outbound

This paper cites S.; Courville, A.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong S.; Courville, A

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T00:26:39.802238Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:75bd8ae009bf3836129c550074240548d4ce6a0aa6f5d32588762450490b5519

Observation d6c150a5-f893-412c-b9fb-9f5fc1f7046a · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.803864Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:5437fa06dcb2fb58704ae912dbc8d617f05c1b58bc54ae6318c6f9d44b898927

Observation 989d64bb-177a-49d3-bc30-c077bd17e316 · outbound

This paper cites Dota 2 with Large Scale Deep Reinforcement Learning.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Dota 2 with Large Scale Deep Reinforcement Learning

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-07-10T00:26:39.218398Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:78e00f46351afed185055cd3c56022e32150eeec25c61a32795b09c2fb6b0ba9

Observation b3842d3f-80d9-4260-97e1-2e89cfd902b5 · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.805661Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:7590494755d62483627bca97dce43bde54759782f8ed1a03dbf6b063bc53a1ef

Observation 0509e423-f935-4b18-89fe-c00a8f9dcb3e · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.811622Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:5bdecc2043405a1ba115a88060fe6057a579810b908495d0ccfe28543b0203f5

Observation d9e0cbbf-6411-4789-b8f5-41877666742c · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.815698Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:13c6bcc1f2155c8268aa8bba45e90a86ac68e45440f02fe8a27027ea1b384f90

Observation 4e6c4099-e70c-40aa-b22e-7b0e32681f52 · outbound

This paper cites I.; Powley, E.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong I.; Powley, E

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T00:26:39.790578Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:fa619a93c2f43c161a7e94d1ecd0bec0b6afbaf4ae9792865eb97ca22a7b40ff

Observation 348b8455-41ad-4862-85ec-af05f8661d2e · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.788714Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:c0f3cce27a3127a7ad3e5fe4c3ab75296a6616306d1eedb0d058ad266590603a

Observation 2f05c9ca-8105-4bf0-910d-fc67e6455e38 · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.792464Z

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.

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Observation 911dc3cd-8f1d-450b-b10e-4181664419ce · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.794449Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:aee42286b367f122d0587f8255af2114689ac7b7b10a448d8ff063a8902d2c38

Observation 99254c79-779f-4829-86ce-8c1b9a212ed1 · outbound

This paper cites Deep Reinforcement Learning from Self-Play in Imperfect-Information Games.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Deep Reinforcement Learning from Self-Play in Imperfect-Information Games

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-07-10T00:26:39.220917Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:01ac2a17452476219eedc5282943cf2eaf1525d4a4b49855d166380ef511eee4

Observation 7427b936-e61f-46b6-9d40-7baf5b92376b · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.786948Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:2ef6f027bffa9dbede17b39d9f28d2407bb9d8fc16aaf07858ff44d296c929da

Observation 152725ca-82d3-4ce2-8864-8330e1628c1a · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.782945Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:d930e5d2c7ff0c68251b84d12447f10d475b9539a5dd783210065c9aaeca649a

Observation 662bd142-f1c8-49a9-81ae-7d638cf63f6c · outbound

This paper cites H.; Gonzalez, J.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong H.; Gonzalez, J

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T00:26:39.781134Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:cbee9ea93702e9268eabab6111e7f32f6e3a134260e841fa49930b6c40e150bd

Observation 617b39d0-cd66-4990-b234-7e9d63bd547e · outbound

This paper cites OpenSpiel: A Framework for Reinforcement Learning in Games.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong OpenSpiel: A Framework for Reinforcement Learning in Games

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-07-10T00:26:39.230889Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:4f73a516ccd479b5a760b189186bf37bb134c864683f12154913e7b26cce6807

Observation e588f761-dfcd-4b31-9285-0eca7cd97a06 · outbound

This paper cites Suphx: Mastering Mahjong with Deep Reinforcement Learning.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Suphx: Mastering Mahjong with Deep Reinforcement Learning

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-07-10T00:26:39.214759Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:7230a7845a704f77d0ed491335f951ebfa2556283a04c45c768876c27ce84cae

Observation adcf9e75-38a2-41da-be73-7bd5a1361ae4 · outbound

This paper cites R.; Sturtevant, N.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong R.; Sturtevant, N

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T00:26:39.777271Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:75435d1d68bef43162f40e7f23ceab1c98abca9f773f632130332884425dda37

Observation 10b5d82d-9778-46f3-ba68-636a022960fc · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.773749Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:25f2c500ed7286cb3071639871841590f8242907b02e18effa2a653bfe2a9b82

Observation 7552ca18-6d7e-4e30-a32f-ce544a548069 · outbound

This paper cites E.; and Stone, P.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong E.; and Stone, P

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T00:26:39.771916Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:82b53700ff688b9e42df113a5b0275918866412bc204f9c8d7db24f14254a08b

Observation 11ae7f65-9c0d-4caa-b520-53335dff5cc3 · outbound

This paper cites Y.; Harada, D.; and Russell, S.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Y.; Harada, D.; and Russell, S

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T00:26:39.770205Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:cbb5628c1b8d2f4762d5406a983e3760e1d93535a6d0799c2aa8ff59f928261e

Observation 4fafff43-74d6-46f4-87d3-ef95d0f093a4 · outbound

This paper cites Qwen2.5 Technical Report.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Qwen2.5 Technical Report

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-07-10T00:26:39.223890Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:32dca7d7a11d96e574961efce9632aa8a40ebe353f42359309d6e9bbbdd01062

Observation 3061ad84-b020-4b9e-8c9b-312eb52c553b · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.775554Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:ce3deebc3439e953da377d82a39490b627575a64092375f75a432bfa685db54c

Observation 321452df-9853-4293-a175-1a8a62879990 · outbound

This paper cites J.; and Bagnell, J.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong J.; and Bagnell, J

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T00:26:39.779060Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:25747597b640ec7ac610452fa2418c67693fea964e4339b9670bd14b57820315

Observation 62b20f90-849b-46c9-bc71-d4d90ae2fc1f · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.785090Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:8f97b5bad0e29903ab1434ec617eeb94166caef9762deef00499ddf728702c94

Observation 486a5909-a043-49d7-b37d-9b6012b2095a · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.796535Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:cd59cc11107e676d10d63dcafda6de1f6a0e0571ef12fd7871b81d5f6e76d6c3

Observation e38c2934-9e20-49c2-8985-430a8f43cd19 · outbound

This paper cites Proximal Policy Optimization Algorithms.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Proximal Policy Optimization Algorithms

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-07-10T00:26:39.227881Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:23ba1c04b21e2ddab3aac7c93ed16378dd181272bfe28d9df8b19a177896cd87

Observation d3b917df-fdd1-4f69-8f46-ddbad11b4601 · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.813715Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:a46a6d2b3b12eb4c4c2eb58931885c67582a99caa1c366f0d1fb0ab7b3884eab

Observation 5b4707c2-2b1d-44d7-9644-10c7cff607cc · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.768289Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:a9dc0c6c2e3fdbe298858c30bb4bb3c65decab2b69f22ee167f0d5585828bfe9

Observation 49cdc8db-8a72-44a5-996c-6ee4890fda3c · outbound

This paper cites K.; Black, B.; Grammel, N.; Jayakumar, M.; Hari, A.; Sullivan, R.; Santos, L.; Perez, R.; Horsch, C.; Dieffendahl, C.; et al.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong K.; Black, B.; Grammel, N.; Jayakumar, M.; Hari, A.; Sullivan, R.; Santos, L.; Perez, R.; Horsch, C.; Dieffendahl, C.; et al

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T00:26:39.807729Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:f45648fa15d121e86e9fac2dd6dc8576e39dd85adbfcf24d831d41162f2fef13

Observation 890d6b12-e647-42fe-873a-d5f8b317fc93 · outbound

This paper cites N.; Kaiser, .; and Polosukhin, I.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong N.; Kaiser, .; and Polosukhin, I

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T00:26:39.764400Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:a87137753f321677f9d3a35121f209be1058cf8abdd7ede7d92dfdd2188a2d90

Observation e093fd69-cc0f-47e4-836a-7e9268beccd8 · outbound

This paper cites M.; Mathieu, M.; Dudzik, A.; Chung, J.; Choi, D.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong M.; Mathieu, M.; Dudzik, A.; Chung, J.; Choi, D

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T00:26:39.766469Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:6f5ff0678d833bf9024e4c4cea6c8682470a176215eb9d80111be5a6d94cb704

Observation 640b4f20-cba0-4d3d-9e66-e764c80d178c · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.798454Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:f6085e2e8408018722da5bc073a4d7280fe2c286e4ae6bc3b4bcb82d21373a2c

Observation 53d499a9-2a95-4169-bcd7-03e76ad30759 · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.760445Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:708113d9a0de72f6020f291c8f2788ec6fbf38e77c6d8291ff377b25c1ae7e8e

Observation f20814a2-ae6f-444d-bc93-6d6d2c486c55 · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.762417Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:db237ef4d6a1ded98591a1e9ed7f78a69c672c3d0f65c930143f3896f1950f2c

Observation 6df5376f-ad42-410b-be08-1065fad6dd2a · outbound

This paper cites an unresolved cited work.

A Gold-Standard Study of What Makes a Lightweight Game-Playing Agent Strong Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-07-10T00:26:39.809600Z

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.

source=arxiv_source observed=2026-07-10T00:24:29.243875Z digest=sha256:1c83c80250c9f6d8202aad0b04ff043eadec73a74e44f1874f3276f6e53e0e19

Pith citing papers

No inbound Pith citation observations are available.