Paper Citation Record · LEDGER

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems

As of 9 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 5 inbound Pith citation observations for arXiv:2506.17551.

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

pith.paper-citation-record.v1
2506.17551 v2

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:34:58.014960Z

measured 36 of 36 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:22:26.456554Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T05:41:04.552771Z

Reference resolution

31 of 31 outbound references displayed

verified exact0
verified fuzzy10
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65580b9c-4152-4ed2-8c43-88c42204176a · outbound

This paper cites Research on Multi-Modal Retrieval System of E-Commerce Platform Based on Pre-Training Model.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Research on Multi-Modal Retrieval System of E-Commerce Platform Based on Pre-Training Model

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:02.331355Z

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 a51e6026-417b-4eac-9adf-179322449086 · outbound

This paper cites Analysis of collective response reveals that covid-19-related activities start from the end of 2019 in mainland china[J].

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Analysis of collective response reveals that covid-19-related activities start from the end of 2019 in mainland china[J]

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:02.008435Z

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 8710d790-af24-4437-abb8-3e8a215d5553 · outbound

This paper cites Material Flow Prediction Task Based On TCN-GRU Deep Fusion Model [J].

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Material Flow Prediction Task Based On TCN-GRU Deep Fusion Model [J]

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:01.764397Z

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 f6160e95-1ca3-4684-8add-c8bcf736e073 · outbound

This paper cites Application of AI in Real-time Credit Risk Detection[J].

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Application of AI in Real-time Credit Risk Detection[J]

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:01.554741Z

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 279f895f-f4d8-421a-8d93-3e82f4dc8b04 · outbound

This paper cites Research on the Design of a Short Video Recommendation System Based on Multimodal Information and Differential Privacy.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Research on the Design of a Short Video Recommendation System Based on Multimodal Information and Differential Privacy

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:55.175546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a0541a0-43ff-434a-8da1-a8c4c5a54a74 · outbound

This paper cites CTLformer: A Hybrid Denoising Model Combining Convolutional Layers and Self-Attention for Enhanced CT Image Reconstruction.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems CTLformer: A Hybrid Denoising Model Combining Convolutional Layers and Self-Attention for Enhanced CT Image Reconstruction

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:55.275692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92ef82df-1359-4b8d-a8d8-e7e1e6d024c9 · outbound

This paper cites Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:55.360531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6943b95e-cbc0-433f-9cb0-66f3a5ad0e34 · outbound

This paper cites A novel Tree-augmented Bayesian network for predicting rock weathering degree using incomplete dataset[J].

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems A novel Tree-augmented Bayesian network for predicting rock weathering degree using incomplete dataset[J]

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:01.327146Z

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 9d865f14-8ce7-43aa-9f6e-e29aee282a06 · outbound

This paper cites Multidimensional precipitation index prediction based on CNN-LSTM hybrid framework.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Multidimensional precipitation index prediction based on CNN-LSTM hybrid framework

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:55.529456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a748cedc-3b2f-4e2d-b0d7-31801affdff8 · outbound

This paper cites Generating Multimodal Images with GAN: Integrating Text, Image, and Style.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Generating Multimodal Images with GAN: Integrating Text, Image, and Style

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:55.673283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1ec38c5-34e9-46bc-bf50-3dffd2b5a602 · outbound

This paper cites Research on E-Commerce Long-Tail Product Recommendation Mechanism Based on Large-Scale Language Models.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Research on E-Commerce Long-Tail Product Recommendation Mechanism Based on Large-Scale Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:55.734841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd7aca48-ab4d-4a53-83d4-dc6233b746f8 · outbound

This paper cites an unresolved cited work.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:35:01.076835Z

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 5b621478-58da-4c92-b393-0be255eb4d22 · outbound

This paper cites User Behavior Analysis in Privacy Protection with Large Language Models: A Study on Privacy Preferences with Limited Data.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems User Behavior Analysis in Privacy Protection with Large Language Models: A Study on Privacy Preferences with Limited Data

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:55.904747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb12dfa7-9d59-47c4-badb-8c0c4e57f809 · outbound

This paper cites Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Real-Time Prediction for Athletes' Psychological States Using BERT-XGBoost: Enhancing Human-Computer Interaction

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:55.938609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa825987-b0e4-4657-bdb8-f739643791a5 · outbound

This paper cites Enhanced Recommendation Combining Collaborative Filtering and Large Language Models.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Enhanced Recommendation Combining Collaborative Filtering and Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:55.995296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f435008-aca3-4660-bf02-cd6f59b0df59 · outbound

This paper cites Research on Splicing Image Detection Algorithms Based on Natural Image Statistical Characteristics.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Research on Splicing Image Detection Algorithms Based on Natural Image Statistical Characteristics

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:56.112243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de72524d-523d-4a72-8d82-2c058230f7e3 · outbound

This paper cites Rock mass quality prediction on tunnel faces with incomplete multi-source dataset via tree-augmented naive Bayesian network[J].

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Rock mass quality prediction on tunnel faces with incomplete multi-source dataset via tree-augmented naive Bayesian network[J]

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:00.809047Z

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 af845fa3-1b4e-4a75-9c96-77dafa75a411 · outbound

This paper cites Ad Placement Optimization Algorithm Combined with Machine Learning in Internet E-Commerce [J].

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Ad Placement Optimization Algorithm Combined with Machine Learning in Internet E-Commerce [J]

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:00.491358Z

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 97e88e2d-f050-4e41-8b51-e76592a2f5b5 · outbound

This paper cites Research on feature fusion and multimodal patent text based on graph attention network.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Research on feature fusion and multimodal patent text based on graph attention network

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:56.542374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d472614-87be-4024-8f00-1ff7cd039038 · outbound

This paper cites Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:56.650437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8abc5504-0e54-4165-bc60-ac3ba8a1bfed · outbound

This paper cites Construction and Analysis of Collaborative Educational Networks based on Student Concept Maps[J].

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Construction and Analysis of Collaborative Educational Networks based on Student Concept Maps[J]

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:00.222828Z

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 c7c6f525-5ba2-471f-8691-03edb69761e3 · outbound

This paper cites Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:56.871257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81ef010c-6ffb-40c0-b7e4-25e3ce60c48e · outbound

This paper cites Avocado Price Prediction Using a Hybrid Deep Learning Model: TCN-MLP-Attention Architecture.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Avocado Price Prediction Using a Hybrid Deep Learning Model: TCN-MLP-Attention Architecture

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:56.955387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdebf01f-c9bc-49fe-b093-d59d2261b400 · outbound

This paper cites an unresolved cited work.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:34:59.945877Z

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 e63660df-6cf2-46c2-8339-05ee2667811a · outbound

This paper cites CCi-YOLOv8n: Enhanced Fire Detection with CARAFE and Context-Guided Modules.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems CCi-YOLOv8n: Enhanced Fire Detection with CARAFE and Context-Guided Modules

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:57.201988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96c4e063-81fb-415f-b2d6-aeab498ec1a4 · outbound

This paper cites Research on Personalized Financial Product Recommendation by Integrating Large Language Models and Graph Neural Networks.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Research on Personalized Financial Product Recommendation by Integrating Large Language Models and Graph Neural Networks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:57.318857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f05b5e29-9bc8-4a16-8a22-8ee798e9b91b · outbound

This paper cites Financial Analysis: Intelligent Financial Data Analysis System Based on LLM-RAG.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Financial Analysis: Intelligent Financial Data Analysis System Based on LLM-RAG

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:57.454895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdbebd1f-2330-4214-90e4-4c661f4c6fbd · outbound

This paper cites Personalized Risks and Regulatory Strategies of Large Language Models in Digital Advertising.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Personalized Risks and Regulatory Strategies of Large Language Models in Digital Advertising

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:57.545021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e39c5510-d8b5-45f9-ae27-90eee3db513a · outbound

This paper cites Automated Parking Trajectory Generation Using Deep Reinforcement Learning.

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Automated Parking Trajectory Generation Using Deep Reinforcement Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:57.662314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3620988d-2745-41e7-b342-a592503b3ebf · outbound

This paper cites (2024, August).

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems (2024, August)

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:34:59.665651Z

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 09a500f3-faff-460f-a0e9-483d9435eba8 · outbound

This paper cites II-NVM: Enhancing Map Accuracy and Consistency with Normal Vector-Assisted Mapping[J].

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems II-NVM: Enhancing Map Accuracy and Consistency with Normal Vector-Assisted Mapping[J]

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:34:59.392890Z

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.

Pith citing papers

Observation c70a2b89-9330-433f-96b7-7f755b8ad4ff · inbound

LLM-Augmented Symptom Analysis for Cardiovascular Disease Risk Prediction: A Clinical NLP cites this paper.

LLM-Augmented Symptom Analysis for Cardiovascular Disease Risk Prediction: A Clinical NLP Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T17:22:26.456554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c36017f-77d7-4db8-8179-a8d0d921ec82 · inbound

Meta-Learning for Cold-Start Personalization in Prompt-Tuned LLMs cites this paper.

Meta-Learning for Cold-Start Personalization in Prompt-Tuned LLMs Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T15:08:52.499794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b95a12c-1d3b-4306-80ea-1b484d814adc · inbound

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users cites this paper.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.367232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8023870b-59dc-48ff-83c4-990a642a0c4f · inbound

A Multimodal RAG Framework for Housing Damage Assessment: Collaborative Optimization of Image Encoding and Policy Vector Retrieval cites this paper.

A Multimodal RAG Framework for Housing Damage Assessment: Collaborative Optimization of Image Encoding and Policy Vector Retrieval Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T21:04:14.986763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc851432-b6d5-485f-beff-74f7dbb86999 · inbound

NestPipe: Large-Scale Recommendation Training on 1,500+ Accelerators via Nested Pipelining cites this paper.

NestPipe: Large-Scale Recommendation Training on 1,500+ Accelerators via Nested Pipelining Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems

Reference 10

Resolution: malformed identifier; arxiv_id, observed 2026-05-11T05:41:04.555772Z

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.