Paper Citation Record · LEDGER

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing

As of 13 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 7 inbound Pith citation observations for arXiv:2412.03097.

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

pith.paper-citation-record.v1
2412.03097 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:50:44.191695Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:55:48.045850Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T00:39:36.052997Z

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy12
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 641294e1-0862-4ce6-a90e-4f416d975bde · outbound

This paper cites A comprehensive survey on graph neuralnetworks.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing A comprehensive survey on graph neuralnetworks

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.604102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0a4cc6f4-3555-4f5f-bf16-a0c41883f6a2 · outbound

This paper cites Advances in collaborative filtering.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Advances in collaborative filtering

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.592718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 969b5310-d7be-4bf4-a132-da7e7f298d72 · outbound

This paper cites Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.117043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2cb5828-dc4f-4083-a608-91da80794928 · outbound

This paper cites Adaptive Cache Management for Complex Storage Systems Using CNN-LSTM-Based Spatiotemporal Prediction.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Adaptive Cache Management for Complex Storage Systems Using CNN-LSTM-Based Spatiotemporal Prediction

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.120868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e37689b2-9f9a-4ab6-bc79-6f6ae0c96438 · outbound

This paper cites Enhancing Recommendation Systems with Multi-Modal Transformers in Cross-Domain Scenarios,.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Enhancing Recommendation Systems with Multi-Modal Transformers in Cross-Domain Scenarios,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.581679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7201d1e6-2e37-41a6-98fa-22d479df27cb · outbound

This paper cites A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.128565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35201693-840a-4ada-82d5-2ab590f983e7 · outbound

This paper cites Self-Supervised Learning in Deep Networks: A Pathway to Robust Few-Shot Classification.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Self-Supervised Learning in Deep Networks: A Pathway to Robust Few-Shot Classification

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.132539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9045a7f5-3aa7-40ba-97ff-da339c857fde · outbound

This paper cites Financial Risk Analysis Using Integrated Data and Transformer-Based Deep Learning,.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Financial Risk Analysis Using Integrated Data and Transformer-Based Deep Learning,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.136357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0303a912-3453-4d2d-992e-d0fc6d7e6b31 · outbound

This paper cites Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.139706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92e38247-fa81-462f-9709-eb051258f911 · outbound

This paper cites Time-Series Load Prediction for Cloud Resource Allocation Using Recurrent Neural Networks,.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Time-Series Load Prediction for Cloud Resource Allocation Using Recurrent Neural Networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.564753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3f97b203-9aed-4c1b-b72d-2f0b8f492fa9 · outbound

This paper cites Emotion-Aware Interaction Design in Intelligent User Interface Using Multi-Modal Deep Learning.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Emotion-Aware Interaction Design in Intelligent User Interface Using Multi-Modal Deep Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.146461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2461b7c9-febc-4d2d-bb1c-3ece9fc3351d · outbound

This paper cites Analyze the Impact of the Epidemic on New York Taxis by Machine Learning Algorithms and Recommendations for Optimal Prediction Algorithms,.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Analyze the Impact of the Epidemic on New York Taxis by Machine Learning Algorithms and Recommendations for Optimal Prediction Algorithms,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.554460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 304f1b92-025f-489d-82c5-aa0b17ace291 · outbound

This paper cites Graph Neural Networks Exponentially Lose Expressive Power for Node Classification.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Graph Neural Networks Exponentially Lose Expressive Power for Node Classification

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.153495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d76f31ef-85e9-46ed-9839-bd95598516f8 · outbound

This paper cites Modeling user exposure in recommendation.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Modeling user exposure in recommendation

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.543871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0de62cea-6da7-49af-a421-12e301eeaac4 · outbound

This paper cites Calibration Learning for Few-shot Novel Product Description,.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Calibration Learning for Few-shot Novel Product Description,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.532434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cc228f3a-c6cc-497a-b096-55100c3aba5f · outbound

This paper cites Improving the RAG- based Personalized Discharge Care System by Introducing the Memory Mechanism.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Improving the RAG- based Personalized Discharge Care System by Introducing the Memory Mechanism

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.164261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 732a1bb4-d21b-48a4-9396-e94ef6a7f669 · outbound

This paper cites Survival prediction across diverse cancer types using neural networks,.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Survival prediction across diverse cancer types using neural networks,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.521180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0fda3d79-54bf-4662-ab1c-5f0041996134 · outbound

This paper cites Research on Large Scene Adaptive Feature Extraction Based on Deep Learning.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Research on Large Scene Adaptive Feature Extraction Based on Deep Learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.170868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a339832-2450-461e-97b4-ed19e4dcd149 · outbound

This paper cites BPR: Bayesian Personalized Ranking from Implicit Feedback.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing BPR: Bayesian Personalized Ranking from Implicit Feedback

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.174222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2c3fcf4-3652-4753-b4b2-73aee5638db5 · outbound

This paper cites Comparison of Tree-Based Feature Selection Algorithms on Biological Omics Dataset,.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Comparison of Tree-Based Feature Selection Algorithms on Biological Omics Dataset,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.510509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 66aa6768-df3a-471a-86ff-8daa755fdebd · outbound

This paper cites Adaptive ReceptiveField U-ShapedTemporalConvolutionalNetworkfor Vulgar ActionSegmentation,.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Adaptive ReceptiveField U-ShapedTemporalConvolutionalNetworkfor Vulgar ActionSegmentation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.500196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c4d118ab-58ed-47cf-8c21-ff9770587c05 · outbound

This paper cites Neural graph collaborative filtering.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Neural graph collaborative filtering

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.489831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a6364e55-250c-4c4d-bdcd-df89b8f04263 · outbound

This paper cites LightGCN: Simplifying and powering graph convolution network for recommendation.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing LightGCN: Simplifying and powering graph convolution network for recommendation

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:50:44.477649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 475a9691-a1be-4741-9a7e-c8d3661dafa0 · outbound

This paper cites Fine-Grained Imbalanced Leukocyte Classification With Global-Local Attention Transformer,.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing Fine-Grained Imbalanced Leukocyte Classification With Global-Local Attention Transformer,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T22:50:44.191695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 475e16ca-928e-42c1-bf72-66b35d2a474f · inbound

Dynamic User Interface Generation for Enhanced Human-Computer Interaction Using Variational Autoencoders cites this paper.

Dynamic User Interface Generation for Enhanced Human-Computer Interaction Using Variational Autoencoders Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T12:12:20.100276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc7c5c36-1b49-4c06-9585-d00ed01c9d77 · inbound

Machine Learning Techniques for Pattern Recognition in High-Dimensional Data Mining cites this paper.

Machine Learning Techniques for Pattern Recognition in High-Dimensional Data Mining Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T11:18:31.290025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b946952a-e40c-4462-bf3b-867c3c6b235b · inbound

Adaptive User Interface Generation Through Reinforcement Learning: A Data-Driven Approach to Personalization and Optimization cites this paper.

Adaptive User Interface Generation Through Reinforcement Learning: A Data-Driven Approach to Personalization and Optimization Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:14.590914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba10ba14-915d-4d13-b3e2-8473f512b40e · inbound

Dynamic Scheduling Strategies for Resource Optimization in Computing Environments cites this paper.

Dynamic Scheduling Strategies for Resource Optimization in Computing Environments Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T05:40:19.771118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da5a2b00-ae72-4e94-9c4a-c89c9d4ee681 · inbound

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer cites this paper.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.881109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99d7ecbc-3bd7-4923-b3b8-0b4fab0c19f7 · inbound

A Matrix Logic Approach to Efficient Frequent Itemset Discovery in Large Data Sets cites this paper.

A Matrix Logic Approach to Efficient Frequent Itemset Discovery in Large Data Sets Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-11T00:39:36.062295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7ca53fb3-9c21-404b-b95e-d3b1ea050b18 · inbound

AI-Driven Health Monitoring of Distributed Computing Architecture: Insights from XGBoost and SHAP cites this paper.

AI-Driven Health Monitoring of Distributed Computing Architecture: Insights from XGBoost and SHAP Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T14:55:48.045850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.