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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 2026-08-12T06:34:41.77262+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:bee486f0a44d1520f005c686b1a5c70c4004082a27793f0582ab493896ecbba6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.537095Z digest=sha256:26803f8976f4bb94d141610619dfface11f86d0b2c1dd1c0b6c1cbe3933f6d85

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.542837Z digest=sha256:8dc804246c3e41f92fe471b2399e10764dbbc498032c4d6446ddb6dc2765219b

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=sha256:151bbbc7ef26f72bfaed308ee785c3e48e58576d75ecc19b5d16b94190412808

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.554835Z digest=sha256:c0615e6891ba15e49ad5d4af8b4312cfc0628dc6c6435b4e6483b9e01bbea7ec

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.560142Z digest=sha256:4ac13772eb1f53684134ff0fed2afc8518c3e413bcb234e4537b4a33861eeafb

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=sha256:1e5552ebaccee9799fbdbfc0b5cbca2b246a392ed9d9cf13ed39a50400367348

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.570034Z digest=sha256:95b0297a889ff9295b49ff0d45159ed772cdab50a0c79e35de339f3508d07453

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.574870Z digest=sha256:bbbfce1599d0764e93bf7fb968c4ee92df9f51ceab67e35559eeb039d91cbf8f

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=sha256:14ba09b130fe2243032e0b9c95f03b28d599f94e9e79798ecc89871a28cae48f

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=sha256:2e8ea33caa2ab841501d6ee564cf94ff8367c7a6ae53bc7987fc79020a977428

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.590568Z digest=sha256:0bfd7dfd8465644d5c68c8c4098f24b3f5680a8a80cdcd65ab1bd1bfaa0faea1

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.597230Z digest=sha256:bc5ac8281a5a2500ccc8f10ce095bb07e95d7d3b6402c3de2bc520ff403409b6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.602184Z digest=sha256:6038aa4d86a50b34f649ef0d88e43ed4b9273c9fdcf50b6dde6bd450188033a1

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.607573Z digest=sha256:e409e849921af0c4958f06c74622d8a73772391326d5bcc82c0f84f7f4e41c77

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.612724Z digest=sha256:b48da75022ff245c1a938e7c6775b999f3fd0c4be743bfbe3fb78ab9e7070f0e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.617369Z digest=sha256:f76dbd188314d82a106e45a0c4ed96eb00d73a6af217d7d8413a697d1529bd90

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:bf11cdfc8c5ff08c6fc9f3a883c7d2b8d2746bd1f61c56d907cce4965ad71557

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=sha256:672fd131f39938664806381dd1bb691ef3656314a4ed12a24d84ebe72fc38456

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:a2118583e3f5271826d2c0cd57bffade41e33079c6d6ba90710d957fd1b4c88c

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.637227Z digest=sha256:56c3cab0e39d7a91140aa7c338afa0fe43dcdc55bbba45f7751e7ebbfda295cd

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.641801Z digest=sha256:926710f836360c53306a796d01f8261e7bf464d51bc76a85cfc38bea0f1b92d7

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.646268Z digest=sha256:4859bcb348f26d0530bf878df2f0a0270c748c21a9e6c5600b4043ae834acb9a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.650592Z digest=sha256:d73df333aa59953057727a9274947b284c06a549f8b4a271457d100e77be3548

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=sha256:0ce21826fe189918936db3db205cbe8c49c3e3ffe5655aa33f0e551e1e541aeb

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.661551Z digest=sha256:8a85e68b2badc1c4500c3ec01b8f8c64693b74724bda1527f4d9660295563c08

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.667127Z digest=sha256:cb4543b249112632e1138f05859f91594097faba241437a16e637c7e23cd8984

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:c4d05e1867325f1d37269a2c54fb836461c79b672825176d82ac94e00872f28c

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:a3e7a8fe69d2a4c0866b79b01da37a2aada7ad900013033855cd80be3c2815c4

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=sha256:59194848ae2aad8ab4535895de27f4bc97cef90c7a0d6f4aab2e8fa0d2a1bc2a

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=sha256:3fa5ca16de1c328727ceb45022a6a1103d1ac7147577dba9d8de43cf6cc4eacf

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=sha256:222f077b216bee0e110f526228ffc57d45766dbc66e1188844f931bba93116b0

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=sha256:3e8a4d71a415ef6e1f5e8301b3132bd68471e0ffc5954c6764d28ba0edc6753b

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:c188fb9f1c29abcff7d5d13939877b789d004373e1c7c5a656bb06a242bc6817

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.715810Z digest=sha256:fe3b77199bf53fb6e27c8ef76febe97e5468cfb61732f567d1295b27631bdf15

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.720425Z digest=sha256:53e34a18728ef45e197bf033bba2ba08342bc59cf79c6ebeb5998066f08468c7

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.724980Z digest=sha256:14e75ff78c79f3becbaaaee0e05edcca30827f33205fda739a802d4d62fea34a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.729974Z digest=sha256:b3b1af266ea31d129b4a503d1a5ac6be23d9cb58d0027cc30f79bf7cf2d87cba

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=sha256:6702d20be55991f9b3406e6fd87b5c8b958db5ec64b14c17792c33b8f7d9bbd9

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.744953Z digest=sha256:d0504b44f27ba60e9adc709eac68bbd9b2e83412f8f3c4920cb781c0bb9cc604

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.749693Z digest=sha256:0ad0fd618d2944ce5bf217e044bad790c31815a2349961675c551c5f03947e9a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.760248Z digest=sha256:2da71967ab2277cb60822946a00059f942dd90c47c62c510acdc916e64434993

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.764787Z digest=sha256:bbb5018e6b019d7092851885f20dcec5cc32f32fa1633ba09d3d9cea72a0113c

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.769147Z digest=sha256:f0b4070613219a2ef4cfa9a72c29dc682db90a96e710ebfb193a1ff402c85215

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.755299Z digest=sha256:e7329461cb3d5e0494db9e7c375089291e43da7bed74486d5e9732af26670fae

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=sha256:2f785bd8e800d1fe76e31aff9ddd84b7431f3b08e4ffa1866fde4f622d691bd3

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.785214Z digest=sha256:03c35b88a330a70c4dc5eb6ceeba8c8a5b0db9a4b12f12640b02dfa82b753b83

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.790096Z digest=sha256:be0e3a9390c5f40cc1a28489605a096b16798dbedaf4a54b1bfc6c7635079860

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.774014Z digest=sha256:456d7cb56e75ea70310c57071bfe1224bbfbc0221ccfabb54e0881b5c6073f29

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.800550Z digest=sha256:29c7d6042b29d551bcf6b094877982f2251c0aabe22f5e174c90fd65d25f1cb7

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:a34c0681f3a36db7448d363d359a54fbe6d8d3a0cbd3015f50d451f324a9e9f1

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.805809Z digest=sha256:4d3d01b6064138941a9a1db8e5607ee036ceb46231ce6832fe1f3fac58b845ad

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.810666Z digest=sha256:01cbacf0333445ca7cce182c3846356d3c626bf02a52ad154d89c7a568a5b091

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.816304Z digest=sha256:7b3805a6a3e6f236f2773d552e2e9ebd811f4d9ac467954ba0e2640d11f24d6a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.700633Z digest=sha256:82a8239146c1925f2dd9eb0225d56e4b7dd2d3d0002e926a8991ee5a49e7d5a0

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:a59bfb0764c68ac1b51fe563a3f4ae337f3b361fe90aae8c23ecbb084708e5b3

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T11:25:50.739645Z digest=sha256:008dd2cb83f2c14dfc0613e05544dea79579e422f29e88e8eefd77e2daf6eff8

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=sha256:2e8ea33caa2ab841501d6ee564cf94ff8367c7a6ae53bc7987fc79020a977428

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:a6c422fce971246ef83d36fdd54147994cc32682c8c68480966e64a2d87f7845

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=sha256:0a2f8e8934a3c4ee06437399bce0234c750b642fab01447d594003c0a92f16ef

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T04:48:15.394329Z digest=sha256:62bfb174eeec845e08763e52d2ffda065187dc2a9e5825a8d719385de5c5d5d6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-26T05:26:07.720218Z digest=sha256:f1aefd3f134f00a3a3287c8630148e227e1cd85a468ff1d8c0f69f64292169e8