Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:25:50.816304Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:25:50.816304Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:25:50.585448Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T13:09:51.295450Z
57 of 57 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2bd2eafe-9f48-4463-a584-66f7ed35b2b9 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Flower: A Friendly Federated Learning Research Framework
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cb42c7c-bb67-4c02-8705-f1c7d8e5589b · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 2
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.
Observation 5aef570c-8c24-4cf7-b48d-9659f5c49644 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 3
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.
Observation bf746a22-4f8e-4ce1-80f6-12276ed5bfbb · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48ab6b58-e11f-4179-bb06-91bb51ffc607 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 5
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.
Observation 9dbfee4e-0e1d-454e-b5a7-7bdf3a75c108 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 6
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.
Observation 20c86e83-377b-4625-aef7-9ace5df158c1 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2520645e-e089-4b6b-8ba1-efdbced05227 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 8
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.
Observation 38863e2f-2fb8-426f-96df-d19c9f1df316 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 9
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.
Observation 83d1d0ff-52a9-41c0-879e-08b08243ff5c · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF FedHQL: Federated Heterogeneous Q-Learning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3d67524-87d4-4f9b-b068-95f9f061eead · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34b476fb-2526-4152-9aa3-19e3540d9218 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 12
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.
Observation e9f1aa9d-85d8-4ab0-9b6d-70e869ec2aeb · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 13
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.
Observation da2cd6fa-b2b4-4fce-bd98-b31164f1695f · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF FedHPD: Heterogeneous Federated Reinforcement Learning via Policy Distillation
Reference 14
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.
Observation 7b1b6e86-d98e-4622-94f6-4b4c107f89f7 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 15
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.
Observation efef991e-04f5-4f11-ab60-cff4269252b4 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 16
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.
Observation f6a36f27-f75e-480b-b162-3dbef90fcca4 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 17
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.
Observation fff95ea0-f052-4b15-b523-f693b7797393 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Adam: A Method for Stochastic Optimization
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04b7b893-daea-49d6-ae26-40a38963acc5 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8032411-8d54-42b8-b83d-9a4929a3fc6c · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Personalized Language Modeling from Personalized Human Feedback
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32702d4f-36c5-43e1-86b0-a9a02a641927 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 21
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.
Observation 2fdb8c33-e5da-4cda-9ad4-fe170737724a · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 22
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.
Observation 52feda72-dee0-45cf-ad28-ef62993bdefb · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 23
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.
Observation a0f8088d-d956-46e3-840a-9a4580dfdcd8 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 24
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.
Observation abeea350-cfcc-45be-ae5f-b70ad00730c2 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37681ff8-b27c-4e7a-9e8d-a35dbe49b34b · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 26
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.
Observation e6d7fffb-7a84-4628-9bbe-2d292634e125 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 27
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.
Observation 629c9245-f872-4aab-bd78-6f1bf01dccc9 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF RLHF from Heterogeneous Feedback via Personalization and Preference Aggregation
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10ef4847-c46f-4cdf-8d34-13c56dc92804 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60733474-502b-4e6a-910c-8df473d1cf41 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94f75267-9e67-4a8d-8bfc-82ea0fcfdcf1 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Group Robust Preference Optimization in Reward-free RLHF
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe529c74-fb72-4fd6-ae2e-1fd17ded0b13 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7d9bf70-a5d9-4b38-9845-cfdf1a81f87b · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee61833d-d138-4698-b7ec-7f8d59d368ae · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b85669e0-6c7f-432a-a05a-a98b6c3959ac · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 35
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.
Observation 6946d04f-30aa-4256-86ee-bbbf712358fa · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 36
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.
Observation e2648907-7fe3-4acd-a8fc-65a5f86ca4ad · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 37
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.
Observation d707f525-649d-4c99-9dba-a247eaefdc60 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 38
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.
Observation 2d21fcf9-0769-4144-9466-175c7477dd89 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef675a22-8e91-4715-84ed-69be2ec26375 · outbound
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
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.
Observation eda86128-04d8-419e-ab93-b4bfd7dc9808 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 41
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.
Observation f84a9d19-14d9-4464-8a6e-6a15790de045 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 42
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.
Observation f5e99041-02cf-4cb9-80f4-f0076da941b5 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 43
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.
Observation b8b7a418-f2e9-4de9-9416-9c96b2769a0f · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 44
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.
Observation 3f66b8d9-f163-4f45-82d3-8d718b53bd15 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF IEEE IoT-J 7, 10 (2020), 9441–9455
Reference 45
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.
Observation 4ea8edf0-aee7-45ef-90c3-723df0a92de9 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33853be7-e539-4edd-87e8-448e89e5dcb4 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 47
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.
Observation a9746924-df8c-4f86-acf3-c576de9860eb · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 48
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.
Observation 55ae4137-d7cc-4a8c-8806-937afd989b87 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices
Reference 49
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.
Observation a7237dc8-6083-48b6-a208-46b70eaac729 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 50
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.
Observation 0096504f-0eb5-49d6-b0b6-1b95944de870 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Fine-Tuning Language Models from Human Preferences
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9630e40a-eead-418b-b4f0-23d2b9f8dafa · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 55
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.
Observation 4e192fa4-3b1b-4cfa-89c8-80229e1243bb · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 56
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.
Observation c4f5e86c-d265-4fef-bbfb-a7274554cba2 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF too high,
Reference 57
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.
Observation dd330408-5644-4ffb-9e9e-236745e1f28d · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 2015
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.
Observation b2df1c3e-8f71-4434-b1ca-d572a71b4bf3 · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Proximal Policy Optimization Algorithms
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62286be1-5cdc-4e9b-9ece-fba6662656cf · outbound
FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF Unresolved cited work
Reference 2020
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.
Observation e3d67524-87d4-4f9b-b068-95f9f061eead · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41634c53-34ff-4888-8aaa-04d1f54b36d6 · inbound
FedHPD: Heterogeneous Federated Reinforcement Learning via Policy Distillation FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7094d48-5109-4401-af3e-0271fd175f0b · inbound
Context Engineering: A Practitioner Methodology for Structured Human-AI Collaboration FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fce0cb2c-25be-4cbf-b4cc-f52f4abc50fd · inbound
Efficient Federated RLHF via Zeroth-Order Policy Optimization FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF
Reference 6
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.
Observation 24706ed3-64de-43ec-8c5f-d53f4ecc85c2 · inbound
Finding Stationary Points by Comparisons FedRLHF: A Convergence-Guaranteed Federated Framework for Privacy-Preserving and Personalized RLHF
Reference 13
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.