Paper Citation Record · LEDGER

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization

As of 8 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 3 inbound Pith citation observations for arXiv:2507.04294.

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

pith.paper-citation-record.v1
2507.04294 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:59:19.080803Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T18:41:06.636352Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T18:42:29.167714Z

Reference resolution

64 of 64 outbound references displayed

verified exact1
verified fuzzy1
unresolved62
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 39d24c43-b36c-4694-940c-b6c914156b94 · outbound

This paper cites GPT-4 Technical Report.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:13.941816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82af40bd-8e43-4457-b0ca-d4a8f53f18b1 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:27.081375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e4348b00-e9ac-4b10-9e9f-90cd6ece7800 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:26.829481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 43c8ae46-70b4-4ae1-baa1-ce21695ba0c3 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:26.610716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 67dfb98d-8b2a-40d4-9384-fbeef0cac58f · outbound

This paper cites A Bi-Step Grounding Paradigm for Large Language Models in Recommendation Systems.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization A Bi-Step Grounding Paradigm for Large Language Models in Recommendation Systems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:14.277775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1af60aa8-604d-4341-a0d3-bb6dbf3b581a · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:26.424245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6eb36178-523e-4c9c-bdfb-d728df859ce2 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:26.162435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fc34f587-b469-4bc1-a74e-7fb9b24d2563 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:25.985774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6e3b99db-e69f-43bb-9d41-e13b289a6f34 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:14.573462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e5b5be6-05f1-4a26-9889-a7cbfdebc27a · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:25.871338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f002dc4c-646f-4b99-a2ea-c647e15861ea · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:14.755129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24f6e5e4-fa24-406d-8ea3-c7b74ac271e2 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:25.657039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e288a0d1-11fa-44e4-9345-d81a44d3acbf · outbound

This paper cites SPRec: Self-Play to Debias LLM-based Recommendation.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization SPRec: Self-Play to Debias LLM-based Recommendation

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:59:19.285261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1645ffd9-dc40-41ef-97f5-a37789277f2f · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:25.463382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2911cd4f-ee48-471d-94fa-fbae0c31cd85 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:15.057148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa3819a4-511d-4187-b951-6c9d9e0f01a3 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:15.127370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9550f346-1df8-4c18-b7d9-2a9c514f3a60 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:25.292618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 55d3087c-6bbe-4e5c-93be-c0c40532d43d · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:15.365278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 349044e0-c7ec-4eb3-9b92-21cf81c0211f · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:15.455030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 734eef80-d718-49ed-9184-294e22198ecf · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:15.556145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30fb01c0-3eb4-4d07-81eb-39144b727cfe · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:25.059702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3955454d-cfbc-48c4-9c9f-58fce10578dd · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:24.823252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7aa6e183-3cdb-4dd2-91d2-b561844ab84a · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:24.720664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b2032f4e-330c-4e32-8d17-02f89c837168 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:15.856623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68c0e734-014a-4aac-b1fb-743dd90b9150 · outbound

This paper cites RosePO: Aligning LLM-based Recommenders with Human Values.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization RosePO: Aligning LLM-based Recommenders with Human Values

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:15.931194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14f6da8a-ec5b-4da3-9720-43a254ab817c · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:16.021081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe287e4a-4d5c-404f-8ec4-e4c4de6885a6 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:24.549167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c6c39504-d4b1-46b0-8654-32bca9108dad · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:24.352427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e15318e6-3975-46aa-9b25-635f3d7120dd · outbound

This paper cites LLM-Rec: Personalized Recommendation via Prompting Large Language Models.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization LLM-Rec: Personalized Recommendation via Prompting Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:16.309290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8a5fdba-b313-470b-9b52-9ea13c99abea · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:16.377038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cccf362-9f09-4b62-a56f-215601994d69 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Representation Learning with Contrastive Predictive Coding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:16.478414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7945e8e6-679f-4989-b2e0-f9e9f30d9b73 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:24.142239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f7c93a8d-ce54-4338-8f4b-1f44aebc2f92 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:23.981101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1dad8246-a2db-4823-899a-f0b710797fc8 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:23.784334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5d41ca41-b5ff-4d8c-98b0-b0a36ec8687c · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:16.849256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ef034f6-9441-4daf-b808-45db5c97cfab · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:23.618073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 544cd2f0-7b2f-4fcd-b499-9ac875d37d11 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:23.510731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9f0bdd44-8ca8-4800-8d4f-d300c58a8315 · outbound

This paper cites Language Representations Can be What Recommenders Need: Findings and Potentials.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Language Representations Can be What Recommenders Need: Findings and Potentials

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:17.086620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b088df7-68ba-4998-93d7-b4d9f907b0e5 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:23.374559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2e47958d-e0bb-49bf-a4b3-3cf7ca8e38e1 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:22.910962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8cfce854-71a2-416d-8864-ef7e9499d982 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization LLaMA: Open and Efficient Foundation Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:17.297841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3263cec3-bff9-4384-a5dc-121231ad9eb8 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:22.852975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5f50abe0-baac-49a1-a548-13dde9ba4b8f · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:22.763807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d8a7f654-f7c2-45a2-95c0-efde74ab3bfb · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:22.613439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c914f587-11ab-40b0-a08a-13a9c726898f · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:22.502326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 12289a5a-4932-4d35-8c9e-538bc9c33abc · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:22.393204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 82f259df-b195-4841-8776-706192ed3e8e · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:22.290363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e180f90c-afcc-420a-a6c9-60c988491310 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:21.995165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0ebcdb35-8154-4d7f-b0a4-b0bab354faef · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:21.439208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation af1feef2-1ba0-4522-8a90-a633cb33ac6e · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:17.958559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d343890-c0da-4015-978e-e1907980f8ce · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:18.050114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25f891be-0f9d-47a4-b8a5-37726aaccfd0 · outbound

This paper cites Qwen2.5 Technical Report.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Qwen2.5 Technical Report

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:18.131190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 215b89fb-f27e-46a8-bf84-e2e8ebd50b76 · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:20.790112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f12f7794-7044-4d9a-a4f3-8471f445620e · outbound

This paper cites an unresolved cited work.

BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:59:20.338069Z

Source-reported events for the cited work

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BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization ACM Transactions on Information Systems (2023)

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A Survey on Generative Recommendation: Data, Model, and Tasks cites this paper.

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ASPIRE: Make Spectral Graph Collaborative Filtering Great Again via Adaptive Filter Learning BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges cites this paper.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization

Reference 295

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