Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:16:47.765495Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 4 inbound Pith citation observations for arXiv:2501.02178.
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 2026-08-10T22:16:47.765495Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T00:33:43.871364Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T18:40:09.240121Z
15 of 15 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation cdd2d2b5-5c5b-4f92-b671-1c377e4941e4 · outbound
The Application of Large Language Models in Recommendation Systems Large language models: a comprehensive survey of its applications, challenges, limitations, an d future prospects,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b1e56f1e-71a0-4baa-b70b-bd6f7fcea95e · outbound
The Application of Large Language Models in Recommendation Systems An analysis of large language models: their im pact and potential applications,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4c44a531-8e19-485b-a141-08eadd17214a · outbound
The Application of Large Language Models in Recommendation Systems Enhancing user intent for rec ommendation systems via large language models,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7c8d6471-244b-423b-80d3-eb1ad8df294c · outbound
The Application of Large Language Models in Recommendation Systems Improving recommender systems using hybrid techniques of collaborative filtering and content-base d filtering,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1e1a1dd1-be9b-41c2-abe5-9b61e23c5aca · outbound
The Application of Large Language Models in Recommendation Systems Foundational Models Defining a New Era in Vision: A Survey and Outlook
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbd726ff-3249-4651-b1b6-eb792279c4e4 · outbound
The Application of Large Language Models in Recommendation Systems Optimization of transformer h eart disease prediction model based on particle swarm optimization algorithm,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 91a661c0-a2af-4f50-9710-cbb4bc7c5917 · outbound
The Application of Large Language Models in Recommendation Systems On fake ne ws detection with llm enhanced semantics mining,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation affd0bed-a58c-40af-9db5-f0dd7ad627f2 · outbound
The Application of Large Language Models in Recommendation Systems Applications of large language models in multimodal learning,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fb64a188-f10c-4782-a5ce-da23f53d74f3 · outbound
The Application of Large Language Models in Recommendation Systems Applications of large language models (llms) in business analytics–exemplary use ca ses in data preparation tasks,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 17edc237-1329-49d3-bad4-eaddfccfae5f · outbound
The Application of Large Language Models in Recommendation Systems Automated analysis of causal relationships in cust omer reviews,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 60315f32-97ef-4b28-a2df-b30d4401cd30 · outbound
The Application of Large Language Models in Recommendation Systems Text classification by using natur al language processing,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 58b83fc3-22c1-4d45-bd2e-b98ddb958511 · outbound
The Application of Large Language Models in Recommendation Systems Advancing sentiment analysis throu gh emotionally-agnostic text mining in large language models (llms),
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7515c1d4-5c13-4c25-afc3-1d5d31b97c8a · outbound
The Application of Large Language Models in Recommendation Systems Application of llms and embeddings in music recommend ation systems,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d0979aea-8516-4f90-9f42-555969f6f6c1 · outbound
The Application of Large Language Models in Recommendation Systems Aligning LLM Agents by Learning Latent Preference from User Edits
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e09e9f97-8846-4fdd-96fa-39b3e22b7e3d · outbound
The Application of Large Language Models in Recommendation Systems Llm-enhanced multimod al detection of fake news,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3426ac26-0f4e-4c7a-b463-ebd99dd8d74a · inbound
Mixed-Precision Graph Neural Quantization for Low Bit Large Language Models The Application of Large Language Models in Recommendation Systems
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fb61f7c-7a11-499e-8fb6-b46bf1317ec8 · inbound
When Transformers Meet Recommenders: Integrating Self-Attentive Sequential Recommendation with Fine-Tuned LLMs The Application of Large Language Models in Recommendation Systems
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb2e7de0-e5db-4ec8-a385-470d767990f0 · inbound
Pre-Trained AI Model Assisted Online Decision-Making under Missing Covariates: A Theoretical Perspective The Application of Large Language Models in Recommendation Systems
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3803e35f-a8e3-4779-97f6-e1042e47c182 · inbound
Optimizing the Preconditioner: A Black-box Online-to-Nonconvex Conversion with Static Regret Minimization Oracles The Application of Large Language Models in Recommendation Systems
Reference 181
Source-reported events for the cited work
Unavailable: canonical work link unavailable.