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Paper Citation Record · LEDGER

Single-Loop Federated Actor-Critic across Heterogeneous Environments

As of 17 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2412.14555.

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

pith.paper-citation-record.v1
2412.14555 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:12:55.843475Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

38 of 38 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved32
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 69793c34-0551-4a0f-a257-d9e20da5e761 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Single-Loop Federated Actor-Critic across Heterogeneous Environments , " * write output.state after.block = add.period write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:55.462951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:12:55.462951Z digest=sha256:db9d97af040e03af6feb3e9f60e4762da192a046cde1b4ad1416f08015f1f6cf

Observation 41c243f8-5741-4296-9cc1-4350b2774bbf · outbound

This paper cites write newline.

Single-Loop Federated Actor-Critic across Heterogeneous Environments write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:55.473429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:12:55.473429Z digest=sha256:4cf97112a52058214a31462ba75bb8a25f993e7d966be234f0d00d0c9df8d322

Observation 88ce1ee6-d2b9-475c-94b1-cd0fe538842d · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.960420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.484918Z digest=sha256:69b9581937046a386f6257d3ce84a9a5d49bd312da9f667a44d27b39d04dc528

Observation b532f720-f0c1-4131-8332-4040d41b11da · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.934658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.500855Z digest=sha256:69bac4e4da790265bdbc1da62438c2e8d017eefb237681368dab4ff8b90c66dc

Observation ccdf212a-4340-4790-aba2-3a79cd8dd51a · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.911736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.511666Z digest=sha256:47447a356bbeb13da5b9a15dfbd14b89577d3075dfdfccfbc02b44efb008a89d

Observation 7574b6e5-c3da-4170-9466-906b57104269 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.884753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.518477Z digest=sha256:ab00ebe8f368b590c92dfaf769e04adbc60c2c30aa4b5f6040f23d8e3393b34f

Observation 5d18b10b-ad45-4c3c-a937-c18fc95d0fa8 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.846284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.528060Z digest=sha256:cceee52804ba5b242a087f9ec2a8b4e1ce258849f5c27f2b72d7555bc73ce955

Observation c723de90-ca3e-41a3-a20c-31561a5592e0 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.812511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.536735Z digest=sha256:b86ee3077154e9d7458fcc481fe73a4245ea67746a33895fe240d90578f52647

Observation 1326fa84-e20e-4e42-9b49-90daf063d06a · outbound

This paper cites Approximation Methods for Bilevel Programming.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Approximation Methods for Bilevel Programming

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:55.552295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:12:55.552295Z digest=sha256:b9380385f66e15ba86729c3e7bd038b424813a70f9e17f063c4e0b1a76ed8b5d

Observation 77c691d3-7816-4826-bf14-4502913796a2 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.776881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.559099Z digest=sha256:5cc6cc97d0afba0de635e0175d4b4ff7152094d035607608ffb5d7ffa5cc44a1

Observation 6ca81f6d-5863-47bb-89b8-e18f4ac86afa · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.750298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.566054Z digest=sha256:24a6bd530b900fe426d56d3003f56df7e99e1873b06c3cc1dfbbf3b4c53af30e

Observation dd63fb54-2d31-467f-8092-5eaffe8c9ce4 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.717348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.576073Z digest=sha256:3cf1479f8d023aaac375eae48ca8616f4151f060f27323846464722932fe4bea

Observation fc2188c1-e1be-4dcd-83df-27a8f1538ce8 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.695051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.600535Z digest=sha256:a6c339e60628ae1ebdd414abfceaedc30b6165d9d70a2d3aefd92fe41bc35980

Observation 3cc00d6e-75b0-4277-a44d-2c5b1e7c7894 · outbound

This paper cites R.; Sobh, I.; Talpaert, V.; Mannion, P.; Al Sallab, A.

Single-Loop Federated Actor-Critic across Heterogeneous Environments R.; Sobh, I.; Talpaert, V.; Mannion, P.; Al Sallab, A

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:55.609970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:12:55.609970Z digest=sha256:4f4b3164fad218dcf81611108307cba318458bed94882190b5bdd638fab4b371

Observation 55104f5b-658d-4f03-9763-d578de21bc6c · outbound

This paper cites R.; and Borkar, V.

Single-Loop Federated Actor-Critic across Heterogeneous Environments R.; and Borkar, V

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:56.645018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.617034Z digest=sha256:6c4d53dd610e097d4422941428a9ce1c3a4b5d5da911d3797b0a97274179874e

Observation 7adb0f20-5f35-4fad-a361-512d1fcf6b14 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.608228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.625203Z digest=sha256:801fa0b567bc03a42a1ceba91420717f5a702179965230ae9a09514e9ff15bfa

Observation 70d0737a-7983-4cfa-867a-1b33f8e2dea6 · outbound

This paper cites A.; and Peres, Y.

Single-Loop Federated Actor-Critic across Heterogeneous Environments A.; and Peres, Y

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:55.633423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:12:55.633423Z digest=sha256:0f7afe796b01cdedbdba6f342253f3bfe9f7586da994d469d9866de011ca79e2

Observation 21ece358-c59e-43d6-8193-5c58d5b0d311 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.557141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.644396Z digest=sha256:fcdf10c4f86d4f3ad07fb6a3a2d611cc84b5622a5ba4521c6ea5f4e02a702bcd

Observation 7805fc7e-2e13-41b4-ae55-fd5c80870833 · outbound

This paper cites Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:55.652943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:12:55.652943Z digest=sha256:76e081e3af87e04e403161ff12ed66ac9e060fd09f7c5cc6f09ac0763716fab3

Observation 7b217135-80fb-4d3c-9974-98266d611d53 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.512327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.662689Z digest=sha256:905ff56c814966e0e571bab2c7684b108a4c401902d66cbf306bfbaff1deceb8

Observation 143030c1-bdfa-4d51-bc26-4b3fde463235 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.482604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.671403Z digest=sha256:da0b26b9376cc9f7a446d32e7c31a6deadeb06037838c9f438058e9fc228886a

Observation 385ae818-fe0d-4aab-81c1-bce519b40c79 · outbound

This paper cites B.; Yang, Q.; and Yang, Z.

Single-Loop Federated Actor-Critic across Heterogeneous Environments B.; Yang, Q.; and Yang, Z

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:56.458256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.680252Z digest=sha256:2bbf53e66e09141d8d881e0028fb879cd7a4b51ea6fb7b81ed8f0a02fa305c57

Observation 2313decd-5279-4fd5-a309-e8f2ef544f38 · outbound

This paper cites S.; McAllester, D.

Single-Loop Federated Actor-Critic across Heterogeneous Environments S.; McAllester, D

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:56.430883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.688955Z digest=sha256:e9153e1e28c2f69e13692fffa531672aae1214a653688ba0f89ee1a0e01419d8

Observation c9fb315b-5910-494d-9f74-78fb62ff02e1 · outbound

This paper cites A.; Li, M.; Thrampoulidis, C.; and Oymak, S.

Single-Loop Federated Actor-Critic across Heterogeneous Environments A.; Li, M.; Thrampoulidis, C.; and Oymak, S

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:56.402094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.695650Z digest=sha256:e7368fdafff73dad427d030ea139e908af9ab926f896be2250ed8b7bbe432cf6

Observation 7766c3c7-3b3a-47a5-a638-ccf9d042eed8 · outbound

This paper cites Federated Temporal Difference Learning with Linear Function Approximation under Environmental Heterogeneity.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Federated Temporal Difference Learning with Linear Function Approximation under Environmental Heterogeneity

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:55.704744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:12:55.704744Z digest=sha256:e3be8fcd58ba2feee944fe358712d80af5a083a83f7d8c2a4f583b6a2a8e290d

Observation d3aba713-255b-4f37-9a13-7328fd164c10 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.379039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.715834Z digest=sha256:01d263012f2e06b3161007e37d7992444e621e4de5879b773362626705b7b463

Observation 18e14698-02fc-4f82-bd7c-12415c7ac7c4 · outbound

This paper cites Neural Policy Gradient Methods: Global Optimality and Rates of Convergence.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Neural Policy Gradient Methods: Global Optimality and Rates of Convergence

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:55.726960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:12:55.726960Z digest=sha256:de331315b87f66b4d96be34c20200ea0d3c7f604d221c3bf7678bb7c57d2ec68

Observation 53e08ed9-4c8f-4593-b2e0-1cfed7026256 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-11T12:12:55.741033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:12:55.741033Z digest=sha256:b1f4db2f45b9509f8ed912b3c221dfed4cbf159619b0794097c04fe030368e16

Observation b5915146-9135-4564-b15f-ebfc0bba3cd6 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.343604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.748177Z digest=sha256:0ffbda96fa5486276e12111b993bef3fa5df17497a8162f240753e9e8a291f1f

Observation 751ff0c0-7ffe-4621-b342-1807afcf7007 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.313303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.768376Z digest=sha256:ede93d5dc16bf456b18d6041e59f00a8f7f21f8a3e6724faf791b5ee8badb6bb

Observation 30105141-c3ed-4098-a21e-26da7febf243 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.290073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.778650Z digest=sha256:4e3188c237f2c47ee5b9fa93e9a666f26091cbef961aeda7e1ff678b5f1a57f2

Observation 96ac5454-5750-4a47-9bdb-688b6a0c3099 · outbound

This paper cites Y.; and Juang, B.-H.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Y.; and Juang, B.-H

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:56.256643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.789459Z digest=sha256:1dbbc84fcb27b5893cca561bc605e3cf4307f246ac05623fd41410c4d8655b9a

Observation 0f399d68-2f7e-4b21-8009-aaf0fbd4da64 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.211686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.801581Z digest=sha256:4d13a89172e3d3c9248f751a32dca337ec7fe73fdd85630cd2395902fb719d64

Observation 605d6857-7559-4791-bff4-45bb4ccf647b · outbound

This paper cites A.; Doan, T.

Single-Loop Federated Actor-Critic across Heterogeneous Environments A.; Doan, T

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:12:56.187947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.812509Z digest=sha256:a8f2d84435e52958d3b2ae6dd3780a857be8f2e41cd04d3faed4320cb779e2cd

Observation f8b0c908-7c43-42d0-8af0-dceab89450d8 · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.165233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.820520Z digest=sha256:dc065ddd49f801956403947040cb607c60c99dd62352fe194775809a5b3db881

Observation 8cb8b7dc-0334-4164-a218-0a782e46f58f · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.134899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.826985Z digest=sha256:665d9ea8e01e511f0750e4f51e716309f32013e2663b12320f203873f004f56b

Observation 43fcd011-b4bf-42e2-9c99-db74ae838d8f · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.102740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.835245Z digest=sha256:3653d89f51c9dc7e26dd372dbf07a5af189bf041d621bd0a4a1b0b6a778065bb

Observation 99eb5e52-73eb-4483-b955-fd7e58bdc28b · outbound

This paper cites an unresolved cited work.

Single-Loop Federated Actor-Critic across Heterogeneous Environments Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-11T12:12:56.080653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-11T12:12:55.843475Z digest=sha256:7c1caff3af5cceaebfadc9bd4f2d793b518144664e3f17d110c8609dafed8272

Pith citing papers

No inbound Pith citation observations are available.