Paper Citation Record · LEDGER

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination

As of 18 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2508.17954.

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

pith.paper-citation-record.v1
2508.17954 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:06:54.506519Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:02:36.007883Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T17:02:36.055644Z

Reference resolution

43 of 43 outbound references displayed

verified exact0
verified fuzzy13
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f8d92c6e-63a8-4566-8a9e-c5f154486a8c · outbound

This paper cites Federated Learning with Personalization Layers.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Federated Learning with Personalization Layers

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:06:54.352617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebd58e9a-2126-4f58-9286-e7a1916c9079 · outbound

This paper cites Bengio, A.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Bengio, A

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:55.102597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b0f30381-ecf6-4c5b-9303-eebe53505e1f · outbound

This paper cites Communication-Efficient Language Model Training Scales Reliably and Robustly: Scaling Laws for DiLoCo.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Communication-Efficient Language Model Training Scales Reliably and Robustly: Scaling Laws for DiLoCo

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T17:06:54.360786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a798a34-5088-443b-b0a2-ea13ddcd9cf0 · outbound

This paper cites Chen and W.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Chen and W

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:55.089040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c89b74e2-3d60-4bf1-82de-dfae07b6c896 · outbound

This paper cites Cheng, J.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Cheng, J

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T17:06:54.368971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3867c6ab-7200-4725-b9a9-9e49ca90f699 · outbound

This paper cites Cohen, S.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Cohen, S

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:55.075888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 35a16ba8-7458-4b39-986d-6539b2e7be33 · outbound

This paper cites Collins, H.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Collins, H

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:55.061907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f5f83879-1d8c-4ff5-916a-e747616c903d · outbound

This paper cites Cordts, M.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Cordts, M

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:55.048680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6045abfe-e7a8-4bf2-80b5-639a2362dcaf · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:55.034634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b0e98e86-63bd-4b81-93c3-b28723b45370 · outbound

This paper cites CINIC-10 is not ImageNet or CIFAR-10.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination CINIC-10 is not ImageNet or CIFAR-10

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T17:06:54.386878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a52656c0-e66a-4334-b534-fc9a672e332b · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:55.020233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c5ee919f-581e-4775-83f5-67cd8a29821e · outbound

This paper cites Adaptive Personalized Federated Learning.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Adaptive Personalized Federated Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T17:06:54.394360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cc61548-fb3d-464a-96cf-75220e02ca89 · outbound

This paper cites Florea, M.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Florea, M

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:55.006867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b2c7a05b-6f86-44bd-b08a-751a25fb0169 · outbound

This paper cites Huang, L.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Huang, L

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:54.990578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1a2b73dc-c864-48c3-ac44-588c9481d271 · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.976235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d40de14e-e934-4165-b1df-f8b27b00b2ea · outbound

This paper cites Krizhevsky, G.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Krizhevsky, G

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T17:06:54.409304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86f518e7-f034-4a3c-8f17-96f849bee99f · outbound

This paper cites FedMD: Heterogenous Federated Learning via Model Distillation.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination FedMD: Heterogenous Federated Learning via Model Distillation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T17:06:54.413502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71a569fe-9ebc-4ce9-b93d-b7565057efa0 · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.952785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 11fb821b-fa89-4f18-bc6c-f74ba3819ee3 · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.939817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cb2bc714-4036-4eec-bb94-0e04eb8f7cbf · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.924611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 498de7f1-8ddc-47a6-9045-8fd555c3afa9 · outbound

This paper cites Liang, Z.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Liang, Z

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:54.906891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 829ddd25-0ceb-4e6e-9511-a5d70280f4de · outbound

This paper cites Think Locally, Act Globally: Federated Learning with Local and Global Representations.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Think Locally, Act Globally: Federated Learning with Local and Global Representations

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T17:06:54.432638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b102a82-fffc-4f12-b34e-365614a8557b · outbound

This paper cites Liang, G.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Liang, G

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:54.895343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 77c08631-c329-4d01-90d0-a9e5bacca220 · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.884108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a1016843-55c4-4abd-9899-502dbc67093a · outbound

This paper cites McMahan, E.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination McMahan, E

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:54.872915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 910fe689-aa5c-4743-89d0-91822d9af9c0 · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.861391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e1ac857b-e393-4005-a4f7-9baaee5c741c · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.849822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 84645427-5d8e-438b-95f5-9dd8a19c600d · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.837886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 673e58af-ae7c-4cdc-86fe-eac71adf99b3 · outbound

This paper cites Pillutla, K.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Pillutla, K

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:54.826409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9a523293-64a6-46d4-910c-987d1ec5760e · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.814603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 05e18a80-35b3-4c98-af3f-9df1e556a7f1 · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.803888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9fc24696-1578-479b-b254-cf6f24d4771b · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.792933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f16fe8a0-c66a-4898-961f-df40ca6e6f5c · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T17:06:54.470949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c0e0a93-b0ee-4e1e-b7a3-0a3c4439c00c · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.773442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4be07505-10f3-4d9e-a54f-51e3e3062215 · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.762371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 97b315a6-8175-4a1e-9ad2-30cb8499a209 · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.751924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4d07f493-88c5-4e8d-8314-6c13b2a645ac · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.741777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 346de61f-26c4-4d14-a441-b4cfeec8777c · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.730386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3944cc5a-56d4-4a75-b35c-59310646de6b · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.717701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1782c778-9119-407c-b624-f161a8390f34 · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.706501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 905e50ed-5783-4734-8a96-a83273a05a67 · outbound

This paper cites Zhang, Y.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Zhang, Y

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:54.695676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 094bbb22-6519-4aed-a8d6-e64d6083b529 · outbound

This paper cites Zhang, Y.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Zhang, Y

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:06:54.684562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0ca6b976-bc71-41a6-b79d-b59a47dbc68e · outbound

This paper cites an unresolved cited work.

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:06:54.671485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 88243165-ab36-4a97-b28e-286970678aed · inbound

Beam Geometry and Input Dimensionality: Impact on Sparse-Sampling Artifact Correction for Clinical CT with U-Nets cites this paper.

Beam Geometry and Input Dimensionality: Impact on Sparse-Sampling Artifact Correction for Clinical CT with U-Nets Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:02:36.061805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.