Paper Citation Record · LEDGER

Large Language Model Enhanced Recommender Systems: A Survey

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 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 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T00:20:40.917321Z

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

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

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 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 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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.