Paper Citation Record · LEDGER

Large Language Model Enhanced Recommender Systems: A Survey

As of 19 August 2026, this Paper Citation Record lists 100 of 112 outbound references and 18 inbound Pith citation observations for arXiv:2412.13432.

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

pith.paper-citation-record.v1
2412.13432 v3

Coverage vector

measured 100 of 112 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:11:48.839021Z

measured 118 of 118 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:22:00.816134Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T19:00:30.521170Z

Reference resolution

100 of 112 outbound references displayed

verified exact8
verified fuzzy0
unresolved92
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d2f5d9d8-4879-4e06-a627-0682b4743056 · outbound

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

Large Language Model Enhanced Recommender Systems: A Survey A Bi-Step Grounding Paradigm for Large Language Models in Recommendation Systems

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.485904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7ef0745-baf8-45c8-925c-c0eac92c28a5 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.490791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13d52b12-e70d-4ed2-97ba-1332bca2b66f · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.498206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df4c9222-8e60-4a70-9e17-e10bfcc0e937 · outbound

This paper cites All Roads Lead to Rome: Unveiling the Trajectory of Recommender Systems Across the LLM Era.

Large Language Model Enhanced Recommender Systems: A Survey All Roads Lead to Rome: Unveiling the Trajectory of Recommender Systems Across the LLM Era

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.501685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 957ab699-04df-4766-8c62-a5d55c8fa798 · outbound

This paper cites HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling.

Large Language Model Enhanced Recommender Systems: A Survey HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.505486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e8c794b-a939-4ceb-a5a1-ca18029320ac · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.509520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ff5b80c-4cdb-49ae-9a66-c40903662349 · outbound

This paper cites Enhancing ID-based Recommendation with Large Language Models.

Large Language Model Enhanced Recommender Systems: A Survey Enhancing ID-based Recommendation with Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.513051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46a8b84b-14e9-4443-b6aa-51e1d09cba98 · outbound

This paper cites LLM-Guided Multi-View Hypergraph Learning for Human-Centric Explainable Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey LLM-Guided Multi-View Hypergraph Learning for Human-Centric Explainable Recommendation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.516739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52f734d2-7353-4384-a3b5-3ae43442c791 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.520338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c729056-48ae-4d9a-a299-aac8bb8baaa4 · outbound

This paper cites Comprehending Knowledge Graphs with Large Language Models for Recommender Systems.

Large Language Model Enhanced Recommender Systems: A Survey Comprehending Knowledge Graphs with Large Language Models for Recommender Systems

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.523693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72135c57-ce63-47ac-b343-9f4e679ea8de · outbound

This paper cites Large Language Model with Graph Convolution for Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey Large Language Model with Graph Convolution for Recommendation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.527720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d324b139-d16a-4ca8-9732-6c0ef8fb6c63 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.531504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47abe6af-4306-4bf0-a99e-1384b07f61a4 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.534696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad4be97c-7fc8-4c4c-a74e-678e3cd56b96 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.538430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 084e1f65-752a-42a0-901c-ab7faf6bfa8d · outbound

This paper cites SampleLLM: Optimizing Tabular Data Synthesis in Recommendations.

Large Language Model Enhanced Recommender Systems: A Survey SampleLLM: Optimizing Tabular Data Synthesis in Recommendations

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.541959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c59de4c0-1a05-4461-a7d3-18e5a635e35a · outbound

This paper cites Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System.

Large Language Model Enhanced Recommender Systems: A Survey Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.545890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21509a70-16bd-41b6-a714-c8720bcfbd89 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.549676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5500e745-143e-49a1-9a8f-03cbeab550ed · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.552984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00dd8742-bb17-4bbb-8efb-ef42f30f4555 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.556612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f51db139-1774-49c1-a9f4-88e1701d5a66 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.559902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17cb08cd-cb18-461a-ad00-09a1fc9bea58 · outbound

This paper cites FLARE: Fusing Language Models and Collaborative Architectures for Recommender Enhancement.

Large Language Model Enhanced Recommender Systems: A Survey FLARE: Fusing Language Models and Collaborative Architectures for Recommender Enhancement

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:11:49.689932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 58f3c948-fa9c-40c9-a173-1db31b7ca84f · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.566832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3eeff10-c361-40b5-9762-a8cbfe0956fc · outbound

This paper cites Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models.

Large Language Model Enhanced Recommender Systems: A Survey Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.570036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0766f6b-a26e-4259-bf67-1ccc58d427c0 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.573588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85e5e058-2c73-4557-95be-9f5a5e6791ab · outbound

This paper cites Large Language Model Simulator for Cold-Start Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey Large Language Model Simulator for Cold-Start Recommendation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.581172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c034afc2-ec9b-4eb6-a0c0-7c4ec3fd6387 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.584349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d602813-2800-437b-9686-3efdadd8a11e · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.587656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62d94227-cd4f-423b-972b-b6a033c1ca28 · outbound

This paper cites LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application.

Large Language Model Enhanced Recommender Systems: A Survey LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.590883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a620f85f-8a7c-456f-8460-e49a8ec3eca3 · outbound

This paper cites RecLM: Recommendation Instruction Tuning.

Large Language Model Enhanced Recommender Systems: A Survey RecLM: Recommendation Instruction Tuning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.594630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a281c546-d6c2-46f0-bd95-50a00b898110 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.598182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97bc22e1-4d59-4b55-93e3-297925012e41 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.601302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e87b8d0-2938-42c2-a708-85d047911f29 · outbound

This paper cites A Survey on Data-Centric Recommender Systems.

Large Language Model Enhanced Recommender Systems: A Survey A Survey on Data-Centric Recommender Systems

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.605162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b390c7b1-cdbf-4916-bc89-104357f20dc1 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.608576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0e04f41-bd73-47c5-ba5a-3d46fb0367cf · outbound

This paper cites Learning Structure and Knowledge Aware Representation with Large Language Models for Concept Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey Learning Structure and Knowledge Aware Representation with Large Language Models for Concept Recommendation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.612026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f17cc61-1b42-4021-b9b7-55e86be19bb9 · outbound

This paper cites CTRL: Connect Collaborative and Language Model for CTR Prediction.

Large Language Model Enhanced Recommender Systems: A Survey CTRL: Connect Collaborative and Language Model for CTR Prediction

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.615639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d2a929c-b9bd-4bde-bebf-c6020d1158e8 · outbound

This paper cites A Survey of Generative Search and Recommendation in the Era of Large Language Models.

Large Language Model Enhanced Recommender Systems: A Survey A Survey of Generative Search and Recommendation in the Era of Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.619485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e74c5929-b99d-4353-91d8-c16b0f4aad6c · outbound

This paper cites LLM-RecG: A Semantic Bias-Aware Framework for Zero-Shot Sequential Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey LLM-RecG: A Semantic Bias-Aware Framework for Zero-Shot Sequential Recommendation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.624093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41c3e047-367e-49a7-a4e6-9cc001c65ef2 · outbound

This paper cites Large Language Models Make Sample-Efficient Recommender Systems.

Large Language Model Enhanced Recommender Systems: A Survey Large Language Models Make Sample-Efficient Recommender Systems

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:11:49.589373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 059abde5-c8c5-44e6-8315-8818deeebf49 · outbound

This paper cites How Can Recommender Systems Benefit from Large Language Models: A Survey.

Large Language Model Enhanced Recommender Systems: A Survey How Can Recommender Systems Benefit from Large Language Models: A Survey

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.631444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6157599c-5fd3-48e6-a1f5-a4c5eee181bb · outbound

This paper cites A Practice-Friendly LLM-Enhanced Paradigm with Preference Parsing for Sequential Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey A Practice-Friendly LLM-Enhanced Paradigm with Preference Parsing for Sequential Recommendation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.635132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 490473ec-778e-4c9a-8597-49f4119394db · outbound

This paper cites Understanding Before Recommendation: Semantic Aspect-Aware Review Exploitation via Large Language Models.

Large Language Model Enhanced Recommender Systems: A Survey Understanding Before Recommendation: Semantic Aspect-Aware Review Exploitation via Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.638758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce650c4e-e510-475b-9517-b1feaa11b670 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.642276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a285e29-156a-47b8-b145-1e5692f11033 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.645475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6502184-9155-4605-b148-69c050220963 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.648503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1423bcaf-04e5-4749-a9fe-dccc5873e3f6 · outbound

This paper cites LLMEmb: Large Language Model Can Be a Good Embedding Generator for Sequential Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey LLMEmb: Large Language Model Can Be a Good Embedding Generator for Sequential Recommendation

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.651946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56f3f2ac-4b47-46b8-99d2-5159653762d1 · outbound

This paper cites LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.656227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d76bf97-0860-495d-8115-6c09b593f078 · outbound

This paper cites Large Language Model Distilling Medication Recommendation Model.

Large Language Model Enhanced Recommender Systems: A Survey Large Language Model Distilling Medication Recommendation Model

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.659754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77c58142-ea48-4e97-b978-b95d9167f24d · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.663222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae73f6e3-7fca-447c-b7ae-b65fdb2dd0f2 · outbound

This paper cites Harnessing Large Language Models for Group POI Recommendations.

Large Language Model Enhanced Recommender Systems: A Survey Harnessing Large Language Models for Group POI Recommendations

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:11:49.527131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1aef3121-79dc-45bd-9010-f8310074a5e4 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.670375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73eb0796-8af0-402e-ab64-97955e4eb2c8 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.673704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c3056ff-d15f-461e-90fd-256d21264469 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.677220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dfd01cb-06ba-403c-83ab-088867928914 · outbound

This paper cites TRAWL: External Knowledge-Enhanced Recommendation with LLM Assistance.

Large Language Model Enhanced Recommender Systems: A Survey TRAWL: External Knowledge-Enhanced Recommendation with LLM Assistance

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.680495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12488079-8dd1-4e8b-a53a-658949da6f9e · outbound

This paper cites QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou.

Large Language Model Enhanced Recommender Systems: A Survey QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.683780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2242d84f-329e-4bb4-96a2-e8807c4b86a0 · outbound

This paper cites Molar: Multimodal LLMs with Collaborative Filtering Alignment for Enhanced Sequential Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey Molar: Multimodal LLMs with Collaborative Filtering Alignment for Enhanced Sequential Recommendation

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.687654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e148345c-63b4-4263-bfa2-0e71539c5ce6 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.690920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e18db3f-c97e-4329-9750-94dfdf7d9ce5 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.693982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d25eb7e3-d5f0-4c85-b82f-fd273bb57019 · outbound

This paper cites LLM-based Bi-level Multi-interest Learning Framework for Sequential Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey LLM-based Bi-level Multi-interest Learning Framework for Sequential Recommendation

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.701053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbdd7d3b-188d-40e4-969e-9f7c1c2588c0 · outbound

This paper cites Multi-view Intent Learning and Alignment with Large Language Models for Session-based Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey Multi-view Intent Learning and Alignment with Large Language Models for Session-based Recommendation

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.704436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35940f34-9a45-4617-9f5a-8e3099b840b0 · outbound

This paper cites Breaking Information Cocoons: A Hyperbolic Framework for Balancing Exploration and Exploitation in Recommender Systems.

Large Language Model Enhanced Recommender Systems: A Survey Breaking Information Cocoons: A Hyperbolic Framework for Balancing Exploration and Exploitation in Recommender Systems

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.697420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7cd5071-be69-41cc-aa84-efc267aa0546 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.711020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94985553-92b5-4951-9049-1e5843ffba5c · outbound

This paper cites An Automatic Graph Construction Framework based on Large Language Models for Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey An Automatic Graph Construction Framework based on Large Language Models for Recommendation

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.713989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b86169b-0603-4823-aa84-81f3be801109 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.707912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f97644e-cee6-4476-a609-34e24cdf4b09 · outbound

This paper cites PRECISE: Pre-training Sequential Recommenders with Collaborative and Semantic Information.

Large Language Model Enhanced Recommender Systems: A Survey PRECISE: Pre-training Sequential Recommenders with Collaborative and Semantic Information

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.720513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0df71390-57d0-4602-9e22-c76eb5413150 · outbound

This paper cites Large Language Model Enhanced Hard Sample Identification for Denoising Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey Large Language Model Enhanced Hard Sample Identification for Denoising Recommendation

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.723862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e1b59be-cd46-4c59-931a-11152378c3dc · outbound

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

Large Language Model Enhanced Recommender Systems: A Survey Language Representations Can be What Recommenders Need: Findings and Potentials

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.717110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bcb4e87-b7b5-47cb-908e-ac24ff76e631 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.730630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 345c8345-dd91-4eca-bf37-7272eeb422e0 · outbound

This paper cites MMREC: LLM Based Multi-Modal Recommender System.

Large Language Model Enhanced Recommender Systems: A Survey MMREC: LLM Based Multi-Modal Recommender System

Reference 68

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:11:49.280013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1f1eb7ed-9fd1-407b-b721-5a0e1d9c9ec6 · outbound

This paper cites Large Language Models Enhanced Collaborative Filtering.

Large Language Model Enhanced Recommender Systems: A Survey Large Language Models Enhanced Collaborative Filtering

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.727331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39090129-5119-4e02-9c2d-6abeaa414c3c · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.740730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09f20fe5-0de0-4fe2-b3b4-c2176e4ba857 · outbound

This paper cites LLM4DSR: Leveraging Large Language Model for Denoising Sequential Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey LLM4DSR: Leveraging Large Language Model for Denoising Sequential Recommendation

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.743799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3752844-982a-4f60-a00c-55571775f6e4 · outbound

This paper cites Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review.

Large Language Model Enhanced Recommender Systems: A Survey Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.737333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dfc56a3-dfc7-47c6-807c-2ec706dd17d3 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.750332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6bd81dc-d0c6-4196-9a0c-c45c6d2672f6 · outbound

This paper cites Enabling Explainable Recommendation in E-commerce with LLM-powered Product Knowledge Graph.

Large Language Model Enhanced Recommender Systems: A Survey Enabling Explainable Recommendation in E-commerce with LLM-powered Product Knowledge Graph

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.753329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 404bb602-1cd9-4609-a934-d29a1346696a · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.747287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa6adcfe-bb08-48ff-8aa2-4af3e1183579 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:11:49.881724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 59eeea14-d895-4787-a2a7-78ed8d8fd2bb · outbound

This paper cites Pre-train, Align, and Disentangle: Empowering Sequential Recommendation with Large Language Models.

Large Language Model Enhanced Recommender Systems: A Survey Pre-train, Align, and Disentangle: Empowering Sequential Recommendation with Large Language Models

Reference 77

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:11:49.233676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b4e4f894-7689-4b98-8681-0935f5499adc · outbound

This paper cites CELA: Cost-Efficient Language Model Alignment for CTR Prediction.

Large Language Model Enhanced Recommender Systems: A Survey CELA: Cost-Efficient Language Model Alignment for CTR Prediction

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.756589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50c52ee6-00a2-474c-9d73-a5a4e29d4f4e · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:11:49.872436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dc71fbdd-6adb-461e-bf54-5ad23966a9f1 · outbound

This paper cites LLM4MSR: An LLM-Enhanced Paradigm for Multi-Scenario Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey LLM4MSR: An LLM-Enhanced Paradigm for Multi-Scenario Recommendation

Reference 80

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:11:49.211362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation af13b258-3264-4405-8127-ee2a1411c6da · outbound

This paper cites Intent Representation Learning with Large Language Model for Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey Intent Representation Learning with Large Language Model for Recommendation

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.766408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3e470ee-1963-4235-930e-7830a5b9cc34 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:11:49.862955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7563cfe3-cce2-4253-ad49-9f809a0571ca · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:11:49.852578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6f18dfbe-174f-4edc-974f-1fb3fa0b41bb · outbound

This paper cites GPRec: Bi-level User Modeling for Deep Recommenders.

Large Language Model Enhanced Recommender Systems: A Survey GPRec: Bi-level User Modeling for Deep Recommenders

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.776276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff07122d-fbec-434c-9db1-663696556aa6 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:11:49.837095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3667bb43-d878-4621-86f6-43e7e2b1ba02 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.792256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c38e53e-52c6-4321-a0c7-937e14f951f4 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.785655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78d120f3-3c90-40a2-a8b5-ae1964835d1c · outbound

This paper cites Efficient and Deployable Knowledge Infusion for Open-World Recommendations via Large Language Models.

Large Language Model Enhanced Recommender Systems: A Survey Efficient and Deployable Knowledge Infusion for Open-World Recommendations via Large Language Models

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.798221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0207b747-d407-4948-b494-1f7fb1362df1 · outbound

This paper cites Sequence-level Semantic Representation Fusion for Recommender Systems.

Large Language Model Enhanced Recommender Systems: A Survey Sequence-level Semantic Representation Fusion for Recommender Systems

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.801593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 577aa157-7023-4cb3-a9c2-fcb56de60083 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:11:49.819732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 945e44c9-fd9e-4463-a91f-27c1a95fee04 · outbound

This paper cites Enhancing Content-based Recommendation via Large Language Model.

Large Language Model Enhanced Recommender Systems: A Survey Enhancing Content-based Recommendation via Large Language Model

Reference 91

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:11:49.165334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 967fc622-3589-41b6-9012-33958c5276d3 · outbound

This paper cites News Recommendation with Category Description by a Large Language Model.

Large Language Model Enhanced Recommender Systems: A Survey News Recommendation with Category Description by a Large Language Model

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.812636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5a068b5-2ecf-4367-b303-45f100bdab14 · outbound

This paper cites SLMRec: Distilling Large Language Models into Small for Sequential Recommendation.

Large Language Model Enhanced Recommender Systems: A Survey SLMRec: Distilling Large Language Models into Small for Sequential Recommendation

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.804796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 788690c5-127b-4baa-965a-f71380876d54 · outbound

This paper cites Common Sense Enhanced Knowledge-based Recommendation with Large Language Model.

Large Language Model Enhanced Recommender Systems: A Survey Common Sense Enhanced Knowledge-based Recommendation with Large Language Model

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.819738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c61b5638-3915-49c9-a715-27a9aafaae4b · outbound

This paper cites DaRec: A Disentangled Alignment Framework for Large Language Model and Recommender System.

Large Language Model Enhanced Recommender Systems: A Survey DaRec: A Disentangled Alignment Framework for Large Language Model and Recommender System

Reference 95

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:11:49.134414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a3a8b596-61ef-4467-a197-3775a46b759d · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.816118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b807c64-e712-4751-b9d4-5f712bfde51c · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.829427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95019940-6184-40a0-9b8c-8aee2a303b6e · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.832376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2da441b3-6b0f-4ea2-bdb3-aacaf42720b1 · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.826294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ddf7d7e-95b0-4b22-8301-71f1644ffaff · outbound

This paper cites an unresolved cited work.

Large Language Model Enhanced Recommender Systems: A Survey Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-11T13:11:48.839021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 28e0a377-38bd-476e-9de5-751ffdde4949 · inbound

Multifaceted User Modeling in Recommendation: A Federated Foundation Models Approach cites this paper.

Multifaceted User Modeling in Recommendation: A Federated Foundation Models Approach Large Language Model Enhanced Recommender Systems: A Survey

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T05:59:18.699255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f17d912-a66b-4c91-b5d1-bb2482bf14db · inbound

LLM-Powered User Simulator for Recommender System cites this paper.

LLM-Powered User Simulator for Recommender System Large Language Model Enhanced Recommender Systems: A Survey

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T05:58:33.375481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93b1f11d-d6f7-415c-9b9a-7d7733184e1e · inbound

TAPO: Task-Referenced Adaptation for Prompt Optimization cites this paper.

TAPO: Task-Referenced Adaptation for Prompt Optimization Large Language Model Enhanced Recommender Systems: A Survey

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T20:57:57.339073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38746e9d-7816-40f7-8fbf-1cdf52eb7ef7 · inbound

Behavior Modeling Space Reconstruction for E-Commerce Search cites this paper.

Behavior Modeling Space Reconstruction for E-Commerce Search Large Language Model Enhanced Recommender Systems: A Survey

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T00:20:40.917321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84686d28-da83-4794-9e5f-9d72c994a0d7 · inbound

Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation cites this paper.

Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation Large Language Model Enhanced Recommender Systems: A Survey

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T10:22:00.816134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44ec5129-6642-49bc-926e-82a1a8b8131f · inbound

Optimizing Recall or Relevance? A Multi-Task Multi-Head Approach for Item-to-Item Retrieval in Recommendation cites this paper.

Optimizing Recall or Relevance? A Multi-Task Multi-Head Approach for Item-to-Item Retrieval in Recommendation Large Language Model Enhanced Recommender Systems: A Survey

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T06:03:43.827258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97f2672b-b271-4e15-9c2d-db445fd5bbc9 · inbound

LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based Ranking cites this paper.

LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based Ranking Large Language Model Enhanced Recommender Systems: A Survey

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:10.713198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 808182e2-0468-4e6f-b4e3-22e43bc05d16 · inbound

Introducing the Swiss Food Knowledge Graph: AI for Context-Aware Nutrition Recommendation cites this paper.

Introducing the Swiss Food Knowledge Graph: AI for Context-Aware Nutrition Recommendation Large Language Model Enhanced Recommender Systems: A Survey

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T17:43:13.954408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64e5a769-06f9-43ea-8767-0bbf42ea9978 · inbound

Agent0: Leveraging LLM Agents to Discover Multi-value Features from Text for Enhanced Recommendations cites this paper.

Agent0: Leveraging LLM Agents to Discover Multi-value Features from Text for Enhanced Recommendations Large Language Model Enhanced Recommender Systems: A Survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T18:06:20.972531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13403d8f-da3b-4754-8f59-934832c9c3b2 · inbound

Are LLMs Reliable Rankers? Rank Manipulation via Two-Stage Token Optimization cites this paper.

Are LLMs Reliable Rankers? Rank Manipulation via Two-Stage Token Optimization Large Language Model Enhanced Recommender Systems: A Survey

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T11:11:00.808356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40057f3a-113c-4733-95e4-b0d0219aa14c · inbound

LLM-EDT: Large Language Model Enhanced Cross-domain Sequential Recommendation with Dual-phase Training cites this paper.

LLM-EDT: Large Language Model Enhanced Cross-domain Sequential Recommendation with Dual-phase Training Large Language Model Enhanced Recommender Systems: A Survey

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-21T19:00:30.523976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3137761c-501b-4c7c-a11e-cdf361689183 · inbound

The Best of the Two Worlds: Harmonizing Semantic and Hash IDs for Sequential Recommendation cites this paper.

The Best of the Two Worlds: Harmonizing Semantic and Hash IDs for Sequential Recommendation Large Language Model Enhanced Recommender Systems: A Survey

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T17:14:30.666174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7140c90-a4b9-4378-85aa-2adbba63b32b · inbound

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation cites this paper.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Large Language Model Enhanced Recommender Systems: A Survey

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-16T09:27:41.408267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ffbbfc41-9515-4658-b438-207ef3e7f2db · inbound

SemaCDR: LLM-Powered Transferable Semantics for Cross-Domain Sequential Recommendation cites this paper.

SemaCDR: LLM-Powered Transferable Semantics for Cross-Domain Sequential Recommendation Large Language Model Enhanced Recommender Systems: A Survey

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-16T09:47:41.993608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 894098d2-639e-424b-95b2-cdd8914976ee · inbound

MATRAG: Multi-Agent Transparent Retrieval-Augmented Generation for Explainable Recommendations cites this paper.

MATRAG: Multi-Agent Transparent Retrieval-Augmented Generation for Explainable Recommendations Large Language Model Enhanced Recommender Systems: A Survey

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-16T06:10:40.876499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 89da4ebd-bf12-4a1f-ada0-9b7abada81b9 · inbound

How Personal Characteristics Shape User Exploration of Diverse Movie Recommendations with a LLM-Based Multi-Agent System cites this paper.

How Personal Characteristics Shape User Exploration of Diverse Movie Recommendations with a LLM-Based Multi-Agent System Large Language Model Enhanced Recommender Systems: A Survey

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:56:14.781962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 442414ad-45c3-479d-ab8b-ff23a326f8de · inbound

PRISM: Refracting the Entangled User Behavior Space for E-Commerce Search cites this paper.

PRISM: Refracting the Entangled User Behavior Space for E-Commerce Search Large Language Model Enhanced Recommender Systems: A Survey

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:30:58.940817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c81c9b59-3875-4c4d-804b-4e3f14f2e73c · inbound

ClawRec: A Claw-Native Recommender System cites this paper.

ClawRec: A Claw-Native Recommender System Large Language Model Enhanced Recommender Systems: A Survey

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-30T12:48:32.970408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.