Pith. sign in

Paper Citation Record · LEDGER

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF

As of 12 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 5 inbound Pith citation observations for arXiv:2412.15538.

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

pith.paper-citation-record.v1
2412.15538 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:25:50.816304Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:25:50.585448Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:09:51.295450Z

Reference resolution

57 of 57 outbound references displayed

  • verified exact3
  • verified fuzzy2
  • unresolved52
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2bd2eafe-9f48-4463-a584-66f7ed35b2b9 · outbound

This paper cites Flower: A Friendly Federated Learning Research Framework.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Flower: A Friendly Federated Learning Research Framework

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.530885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.530885Z digest=sha256:a2daad9764d324817daa187f51ef5a3fefcdbcffd1d049885f0ca99da3abe724

Observation 2cb42c7c-bb67-4c02-8705-f1c7d8e5589b · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.957292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.537095Z digest=sha256:712d5ce7c3e008b2ee0d0151767ba4a7bf3c01f850965a18182e64e21d921dfe

Observation 5aef570c-8c24-4cf7-b48d-9659f5c49644 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.941652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.542837Z digest=sha256:54255b2e40777cd5dbfb7107a2c22265c215ebf160e57225d0567ff9aa8a6b11

Observation bf746a22-4f8e-4ce1-80f6-12276ed5bfbb · outbound

This paper cites SUBER: An RL Environment with Simulated Human Behavior for Recommender Systems.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF SUBER: An RL Environment with Simulated Human Behavior for Recommender Systems

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.549289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.549289Z digest=sha256:50b35882065c283ece0d16e50d8e1e8c8230cf64b7e5797dd795cae2b5cec640

Observation 48ab6b58-e11f-4179-bb06-91bb51ffc607 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.924824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.554835Z digest=sha256:1a6c3a50f70e7ca181f19976b1527428b6f0624ed612e3f3352b5114e043dbe4

Observation 9dbfee4e-0e1d-454e-b5a7-7bdf3a75c108 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.908502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.560142Z digest=sha256:54bd6f6d94c970034f70de4895d64b02e9e8e5ffb0cf6f603d5a2ca9a6dbf668

Observation 20c86e83-377b-4625-aef7-9ace5df158c1 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.565495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.565495Z digest=sha256:f55eba62691367585fbde69e3346548d8970c47841db94fe17482a93d547cb35

Observation 2520645e-e089-4b6b-8ba1-efdbced05227 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.881417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.570034Z digest=sha256:7d59223c5a2c5409a66ec28ac8752ae6e212cf92604ddccaecffaf80246ffefe

Observation 38863e2f-2fb8-426f-96df-d19c9f1df316 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.864991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.574870Z digest=sha256:a91e48aee90b52189b7979c269fd40a4d1ed1614cb2fc5de2be5bb44490db015

Observation 83d1d0ff-52a9-41c0-879e-08b08243ff5c · outbound

This paper cites FedHQL: Federated Heterogeneous Q-Learning.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF FedHQL: Federated Heterogeneous Q-Learning

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.579849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.579849Z digest=sha256:35c9447eab950b8b96117f5d848f548a4637516e4eca9a6de657c2e1f6eef4a8

Observation e3d67524-87d4-4f9b-b068-95f9f061eead · outbound

This paper cites FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.585448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.585448Z digest=sha256:441446a430bd22daca8cf8c971cd8013fadf81c8b86c252376bfb33c2360840a

Observation 34b476fb-2526-4152-9aa3-19e3540d9218 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.847898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.590568Z digest=sha256:38d2dfaaf8de2867533489e19c9aeeae9ec717e04f501f4f32432b13e6a8cd71

Observation e9f1aa9d-85d8-4ab0-9b6d-70e869ec2aeb · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.831576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.597230Z digest=sha256:b5e1248fa25cb764cfdc5a0c5b7b1b57a411434a616412b4998d2fec3cff617c

Observation da2cd6fa-b2b4-4fce-bd98-b31164f1695f · outbound

This paper cites FedHPD: Heterogeneous Federated Reinforcement Learning via Policy Distillation.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF FedHPD: Heterogeneous Federated Reinforcement Learning via Policy Distillation

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-11T11:25:51.232401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.602184Z digest=sha256:c7d7217d7e722829a12e4b6a2d1ecfaf96e9add74455de71b36f7b90d97b51e2

Observation 7b1b6e86-d98e-4622-94f6-4b4c107f89f7 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.815544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.607573Z digest=sha256:d7747cfa61850e4d8b33e4b476d415e0f80374403508ad315e91bc281cf97cca

Observation efef991e-04f5-4f11-ab60-cff4269252b4 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.800355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.612724Z digest=sha256:cbfa519bb372ee66e8778a84127e4e08fef5325fec4a410ade55cb3f0e9385b6

Observation f6a36f27-f75e-480b-b162-3dbef90fcca4 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.784482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.617369Z digest=sha256:72ada6de3fcd5dc856b48081d6b3007e40597be7f64d7788f89c041609b2519e

Observation fff95ea0-f052-4b15-b523-f693b7797393 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Adam: A Method for Stochastic Optimization

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.622155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.622155Z digest=sha256:bf6504561b7d023f7a610e0ba7306e31b7bb3b524f307e0177fa16cf9564d173

Observation 04b7b893-daea-49d6-ae26-40a38963acc5 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.627301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.627301Z digest=sha256:8110243794a39c66defb057a568f54c17ad28655e51557a1970c54e7ea669b73

Observation a8032411-8d54-42b8-b83d-9a4929a3fc6c · outbound

This paper cites Personalized Language Modeling from Personalized Human Feedback.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Personalized Language Modeling from Personalized Human Feedback

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.632118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.632118Z digest=sha256:3cad29bcd0e5a21f24959f8433de900129b38609cafabc78ce86cccee2ce3833

Observation 32702d4f-36c5-43e1-86b0-a9a02a641927 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.758963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.637227Z digest=sha256:0845a14427c728e1d75228bdda494f3fffcc35d68398bbf0e64ca3e10a7bacfd

Observation 2fdb8c33-e5da-4cda-9ad4-fe170737724a · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.743027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.641801Z digest=sha256:6198df5831f668ab77050f85dc2a3d94942567117c0be85f65e251708dc8b50d

Observation 52feda72-dee0-45cf-ad28-ef62993bdefb · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.726974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.646268Z digest=sha256:0ded8e3d30267a5cbfc85cabc733e4d49ee5e10a726bb4600c4f953ee9b5b424

Observation a0f8088d-d956-46e3-840a-9a4580dfdcd8 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.711000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.650592Z digest=sha256:6658e3ed230d4003457e727b63e86da2a802af2dbbb71cb72f136735ca967ea2

Observation abeea350-cfcc-45be-ae5f-b70ad00730c2 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.656595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.656595Z digest=sha256:8d8a5537818bbee1605ca8a61953eb29d0294a344757039a99aff510a7f680d2

Observation 37681ff8-b27c-4e7a-9e8d-a35dbe49b34b · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.684814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.661551Z digest=sha256:e021720a804e8cf72a1a5d307e07ecef0c9ba290b2dc445142e998655b30e709

Observation e6d7fffb-7a84-4628-9bbe-2d292634e125 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.668959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.667127Z digest=sha256:62754e6e8681cb34729bf5497dd485c814b7fec0e5bab44a693464eeff590864

Observation 629c9245-f872-4aab-bd78-6f1bf01dccc9 · outbound

This paper cites RLHF from Heterogeneous Feedback via Personalization and Preference Aggregation.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF RLHF from Heterogeneous Feedback via Personalization and Preference Aggregation

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.671837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.671837Z digest=sha256:223e1bc53494d35d89510dfef62981aab7eea7a98290532389d79e90ee21d14d

Observation 10ef4847-c46f-4cdf-8d34-13c56dc92804 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.676953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.676953Z digest=sha256:c11826cefa0671579f6746d73326b3c8ecdb2627f21d15aa08ffbd48ee387a92

Observation 60733474-502b-4e6a-910c-8df473d1cf41 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.681727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.681727Z digest=sha256:1b990991db00d561709cd9c49bbbd7868cf0aec6efa3f13e39069a6839a427fc

Observation 94f75267-9e67-4a8d-8bfc-82ea0fcfdcf1 · outbound

This paper cites Group Robust Preference Optimization in Reward-free RLHF.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Group Robust Preference Optimization in Reward-free RLHF

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.686275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.686275Z digest=sha256:19a8d803f9735a26073c91106b39aef49ddbca272f025adbad30617a3cc38d18

Observation fe529c74-fb72-4fd6-ae2e-1fd17ded0b13 · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.691226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.691226Z digest=sha256:c271aaf38d35d22bb3f072d93a606481cf1a04e74c82a8245fb2aa48e051b26b

Observation b7d9bf70-a5d9-4b38-9845-cfdf1a81f87b · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.696132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.696132Z digest=sha256:ac24922b13032c89bce8ac24d22374ea4f31482674311ab06a825f84d6ff4be4

Observation ee61833d-d138-4698-b7ec-7f8d59d368ae · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.705996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.705996Z digest=sha256:c5e8b5680c3987cf344db9be03cdb9385547511755808adbd2338aaee923e094

Observation b85669e0-6c7f-432a-a05a-a98b6c3959ac · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.598124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.715810Z digest=sha256:b5617a3f204ed530503b090f898e1d193bf8f7a63d8a505202879f09cd6425a7

Observation 6946d04f-30aa-4256-86ee-bbbf712358fa · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.580209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.720425Z digest=sha256:e322f2bf5a9bb7169e3d6816d55c30704c86989336e8feb969339db47608172c

Observation e2648907-7fe3-4acd-a8fc-65a5f86ca4ad · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.562077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.724980Z digest=sha256:1014de586260a0eec21ada9580f8ea806e4fa5ce13ab8fd9785bf86f0375c4e7

Observation d707f525-649d-4c99-9dba-a247eaefdc60 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.543711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.729974Z digest=sha256:b80c5bb70b8150f38e75aa2e8e669b2cdf70a9a88f4a7e7ca8e8b6f2f3ffbf38

Observation 2d21fcf9-0769-4144-9466-175c7477dd89 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.734781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.734781Z digest=sha256:3a80fd07f0a0a3223d732d5705c7d5fa88ca22ea0ac9e522fb07c06206a9c300

Observation ef675a22-8e91-4715-84ed-69be2ec26375 · outbound

This paper cites Momentum for the Win: Collaborative Federated Reinforcement Learning across Heterogeneous Environments.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Momentum for the Win: Collaborative Federated Reinforcement Learning across Heterogeneous Environments

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-11T11:25:50.929368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.744953Z digest=sha256:4757c14aa8459c387c212824e20ba0d20d9082f51dca971e85655b738cfc2652

Observation eda86128-04d8-419e-ab93-b4bfd7dc9808 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.499544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.749693Z digest=sha256:140cba451920bef991fd6071bca163169387ff2bcf4c9b0cc3435f58b09f75ba

Observation f84a9d19-14d9-4464-8a6e-6a15790de045 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.464964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.760248Z digest=sha256:6ce3394c6b48388ef47bfcbc832ab3b12cbe84697bc0ed0b295a50781c890427

Observation f5e99041-02cf-4cb9-80f4-f0076da941b5 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.448836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.764787Z digest=sha256:023004cc4d38452d992f90776ffc46a112318c9c80db609ffdfe78150876353f

Observation b8b7a418-f2e9-4de9-9416-9c96b2769a0f · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.432123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.769147Z digest=sha256:1dff8ce283189ec8cc625f74659357d000d779615d94546ff84d1ca61d9e65bb

Observation 3f66b8d9-f163-4f45-82d3-8d718b53bd15 · outbound

This paper cites IEEE IoT-J 7, 10 (2020), 9441–9455.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF IEEE IoT-J 7, 10 (2020), 9441–9455

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:25:51.482733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.755299Z digest=sha256:e22598d0e8df9638c2c300424ad332c961c25cffe7f82baf34b99a2e054decae

Observation 4ea8edf0-aee7-45ef-90c3-723df0a92de9 · outbound

This paper cites Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.780006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.780006Z digest=sha256:7cf459d850912cc9d224d03e408fc5aa336bcae0671321b00bbd526506222aee

Observation 33853be7-e539-4edd-87e8-448e89e5dcb4 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.412573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.785214Z digest=sha256:909965b5e5b2cc94599f9567425372ac2c78d97a0e572f3445421d6d370ac18b

Observation a9746924-df8c-4f86-acf3-c576de9860eb · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.394137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.790096Z digest=sha256:1d9e1a7355a4d0ae884293cb7e4eb3bed9892b96daac8d4ff45fbc44592a3c4a

Observation 55ae4137-d7cc-4a8c-8806-937afd989b87 · outbound

This paper cites Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices

Reference 49

Resolution
verified exact
local_arxiv, observed 2026-08-11T11:25:50.904300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.774014Z digest=sha256:5d9e585533c5b72975b03b6683658037932a5d406fd703e72798b62220916567

Observation a7237dc8-6083-48b6-a208-46b70eaac729 · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.377984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.800550Z digest=sha256:4d491a6a9f845c9e585cf9282692e0aa555bdc90ed7ee5cb1c646e9c0f242b50

Observation 0096504f-0eb5-49d6-b0b6-1b95944de870 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Fine-Tuning Language Models from Human Preferences

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.795664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.795664Z digest=sha256:e51070e44084f8eb54c621ec3487564d5b5b27455bb0d87f5ac521b786d1af4b

Observation 9630e40a-eead-418b-b4f0-23d2b9f8dafa · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.360634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.805809Z digest=sha256:3aa6be484462c37f974e5aa896eafdc4aef551ccfd5b0b80859b9ee59a73ad0d

Observation 4e192fa4-3b1b-4cfa-89c8-80229e1243bb · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.343152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.810666Z digest=sha256:f8f836615e6a7cac52b1e38b9e0ea99abac731b69f329907f5ac1c2f72ec99a1

Observation c4f5e86c-d265-4fef-bbfb-a7274554cba2 · outbound

This paper cites too high,.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF too high,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:25:51.323696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.816304Z digest=sha256:eb929bfcdfa39c7f52b56a98d2e2a47bf7a65f63d3ab413751789a007346ec82

Observation dd330408-5644-4ffb-9e9e-236745e1f28d · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 2015

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.629856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.700633Z digest=sha256:2a5b192f8d3408811ea4fcf81bed8e15b27f2900ced25338a188dbbd1a257e17

Observation b2df1c3e-8f71-4434-b1ca-d572a71b4bf3 · outbound

This paper cites Proximal Policy Optimization Algorithms.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Proximal Policy Optimization Algorithms

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.710887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.710887Z digest=sha256:9e5fb3027afee413af2413bb3124ce1cbc5798eb7035b931f6c9c390de214ce3

Observation 62286be1-5cdc-4e9b-9ece-fba6662656cf · outbound

This paper cites an unresolved cited work.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work

Reference 2020

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:25:51.515127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:25:50.739645Z digest=sha256:b284859f5bc65a69b2b197fcd773d55183ab4b824d3fcb5b50ad9705fe696864

Pith citing papers

Observation e3d67524-87d4-4f9b-b068-95f9f061eead · inbound

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF cites this paper.

FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-11T11:25:50.585448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:25:50.585448Z digest=sha256:441446a430bd22daca8cf8c971cd8013fadf81c8b86c252376bfb33c2360840a

Observation 41634c53-34ff-4888-8aaa-04d1f54b36d6 · inbound

FedHPD: Heterogeneous Federated Reinforcement Learning via Policy Distillation cites this paper.

FedHPD: Heterogeneous Federated Reinforcement Learning via Policy Distillation FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-09T17:31:58.236005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:31:58.236005Z digest=sha256:774ed3c5c4f224a0920749fa434260f61ba1831bb2345f5b4d020835d0858fce

Observation c7094d48-5109-4401-af3e-0271fd175f0b · inbound

Context Engineering: A Practitioner Methodology for Structured Human-AI Collaboration cites this paper.

Context Engineering: A Practitioner Methodology for Structured Human-AI Collaboration FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-13T10:27:28.560210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T10:27:28.560210Z digest=sha256:ff8cf14eb06938e873990fa41ce8e108cc3aa33bdaf5b02ada3578811f9234fb

Observation fce0cb2c-25be-4cbf-b4cc-f52f4abc50fd · inbound

Efficient Federated RLHF via Zeroth-Order Policy Optimization cites this paper.

Efficient Federated RLHF via Zeroth-Order Policy Optimization FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-10T11:35:19.311702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-10T04:48:15.394329Z digest=sha256:bca36bf91d5470da186143dd6e1a717d543570683a4716982923acad9086517f

Observation 24706ed3-64de-43ec-8c5f-d53f4ecc85c2 · inbound

Finding Stationary Points by Comparisons cites this paper.

Finding Stationary Points by Comparisons FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF

Reference 13

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T13:09:51.296640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-06-26T05:26:07.720218Z digest=sha256:ac76700d6f194d09e15d32e1b7a2710281f25241d0e610294b3055c87622dff7