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Paper Citation Record · LEDGER

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning

As of 18 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 5 inbound Pith citation observations for arXiv:2504.19583.

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

pith.paper-citation-record.v1
2504.19583 v2

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:52:08.855623Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:12:55.657085Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T15:42:59.844843Z

Reference resolution

24 of 24 outbound references displayed

  • verified exact0
  • verified fuzzy5
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 58e21775-3462-4b0c-8a13-f2574fdbe474 · outbound

This paper cites LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models

Reference 1

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:52:08.670389Z digest=sha256:8388445b8d2dac20fff28539b3e94520e2a010a728385f2cea62197532d7bf62

Observation aa073737-8d5b-4218-97d7-da6f7c627c79 · outbound

This paper cites Dynamic Adaptation of LoRA Fine-Tuning for Efficient and Task-Specific Optimization of Large Language Models.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Dynamic Adaptation of LoRA Fine-Tuning for Efficient and Task-Specific Optimization of Large Language Models

Reference 2

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source=pdf_text observed=2026-08-16T05:52:08.677769Z digest=sha256:3d485e19110c7491e01ab396b6d18f98ca7dd81d529435de8436882234e2dcce

Observation 77fd10de-a777-4160-9cd4-dff618f12396 · outbound

This paper cites Efficient Compression of Large Language Models with Distillation and Fine-Tuning,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Efficient Compression of Large Language Models with Distillation and Fine-Tuning,

Reference 3

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source=pdf_text observed=2026-08-16T05:52:08.686615Z digest=sha256:48f6c327cc62e678dc5ee6400919a27e9f42a9d6225596be5e924682bda9fd7c

Observation 720c9897-2579-4d66-8f2b-e442548864fd · outbound

This paper cites Instruction tuning for large language models: A survey,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Instruction tuning for large language models: A survey,

Reference 4

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source=pdf_text observed=2026-08-16T05:52:08.694127Z digest=sha256:eb8e08e433981d915c596ffeeaf6aeb2766ae40c8accad59ad616f849be4c31a

Observation eadee7b0-e2d4-4e6b-9ed9-1a370d8ed6a7 · outbound

This paper cites A Graph Attention-Based Recommendation Framework for Sparse User-Item Interactions,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning A Graph Attention-Based Recommendation Framework for Sparse User-Item Interactions,

Reference 5

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source=pdf_text observed=2026-08-16T05:52:08.701505Z digest=sha256:c341e398ca40b2fdfbfd08f25dd590cf3c18e4ecf05dcd4994d6c21a6e04c662

Observation f8a99b9c-cf64-49f7-b5f5-5ac2703b1ddc · outbound

This paper cites Deep Learning for Cross-Domain Recommendation with Spatial-Channel Attention,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Deep Learning for Cross-Domain Recommendation with Spatial-Channel Attention,

Reference 6

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source=pdf_text observed=2026-08-16T05:52:08.707841Z digest=sha256:ede44dbfa264febe4260d776ffa983c77294b23e26b9ee255831419e90febdaa

Observation e2bfe14d-53fc-43ae-963f-d18266062d59 · outbound

This paper cites A Visual Communication Optimization Method for Human- Computer Interaction Interfaces Using Fuzzy Logic and Wavelet Transform,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning A Visual Communication Optimization Method for Human- Computer Interaction Interfaces Using Fuzzy Logic and Wavelet Transform,

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-16T05:52:09.498430Z

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.

source=pdf_text observed=2026-08-16T05:52:08.719169Z digest=sha256:047524c72934b076db17b8cffbef295001a227cc14c64182de5fa6d96c43c2cb

Observation 89361f59-1ed5-4893-a8a9-7e2dc9399557 · outbound

This paper cites Generative UI Design with Diffusion Models: Exploring Automated Interface Creation and Human-Computer Interaction,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Generative UI Design with Diffusion Models: Exploring Automated Interface Creation and Human-Computer Interaction,

Reference 8

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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.

source=pdf_text observed=2026-08-16T05:52:08.729146Z digest=sha256:1cb6d9d9587f89d3d792c787659d49f4b328881d3500bfe4b10b779bc8da6099

Observation c8318f63-583b-4ca3-a67d-44f4851204ce · outbound

This paper cites Human-Computer Interaction in Smart Devices: Leveraging Sentiment Analysis and Knowledge Graphs for Personalized User Experiences,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Human-Computer Interaction in Smart Devices: Leveraging Sentiment Analysis and Knowledge Graphs for Personalized User Experiences,

Reference 9

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raw_fallback, observed 2026-08-16T05:52:09.449596Z

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.

source=pdf_text observed=2026-08-16T05:52:08.735020Z digest=sha256:94587e1464549e2ff4100057951060246c3163c5cc54129ed5ad25cd49bce681

Observation 4e58eca4-5093-4533-a05b-d3f56d79be6e · outbound

This paper cites Medical Entity-Driven Analysis of Insurance Claims Using a Multimodal Transformer Model,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Medical Entity-Driven Analysis of Insurance Claims Using a Multimodal Transformer Model,

Reference 10

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source=pdf_text observed=2026-08-16T05:52:08.746046Z digest=sha256:25923c56dc65c7ff93e5dd7dcd45fcd2ec677ae26cebf36719f248feb464187e

Observation f4433051-bd26-4595-880e-d76dad9fc954 · outbound

This paper cites A Self-Supervised Vision Transformer Approach for Dermatological Image Analysis,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning A Self-Supervised Vision Transformer Approach for Dermatological Image Analysis,

Reference 11

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source=pdf_text observed=2026-08-16T05:52:08.760687Z digest=sha256:2bcb29d47e3250d76ea77b0d6df5118e4d352bf4171c2058fd82e4e0c1d08e32

Observation 8a5f7c88-a30e-4edf-affe-be600fa3eea6 · outbound

This paper cites Transformer-Based Structural Anomaly Detection for Video File Integrity Assessment,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Transformer-Based Structural Anomaly Detection for Video File Integrity Assessment,

Reference 12

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source=pdf_text observed=2026-08-16T05:52:08.770055Z digest=sha256:39a1ab70b2f8569648c631a52495a493b515be6a96771c6a7feb6d827f5c5a00

Observation 2ada29f6-7843-4b85-8a17-2242898443b5 · outbound

This paper cites Single-Device Human Activity Recognition Based on Spatiotemporal Feature Learning Networks,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Single-Device Human Activity Recognition Based on Spatiotemporal Feature Learning Networks,

Reference 13

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source=pdf_text observed=2026-08-16T05:52:08.778569Z digest=sha256:e9c19c943b026c72f4de88eb911ad6cd377c5c6766595e484dde9cca28e2d92d

Observation 5923d9cf-f509-4e6f-b8a3-0981ecaacb22 · outbound

This paper cites Social Network User Profiling for Anomaly Detection Based on Graph Neural Networks.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Social Network User Profiling for Anomaly Detection Based on Graph Neural Networks

Reference 14

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source=pdf_text observed=2026-08-16T05:52:08.787868Z digest=sha256:8a8f08e229ed49599e7008b73a042a3149cd0b726c3990aa9c9056ee9f90c140

Observation 95ccced5-1cca-4759-aec6-370d635a273b · outbound

This paper cites Optimizing Distributed Computing Resources with Federated Learning: Task Scheduling and Communication Efficiency,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Optimizing Distributed Computing Resources with Federated Learning: Task Scheduling and Communication Efficiency,

Reference 15

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source=pdf_text observed=2026-08-16T05:52:08.794842Z digest=sha256:f1228a1dd5b79584569b04c869883bcc74e3b1ea0f6b98c88ff3a19e6f5eb771

Observation c2d1ec9b-cbed-4722-9464-e35fc2fa64d3 · outbound

This paper cites Context-Aware Adaptive Sampling for Intelligent Data Acquisition Systems Using DQN.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Context-Aware Adaptive Sampling for Intelligent Data Acquisition Systems Using DQN

Reference 16

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source=pdf_text observed=2026-08-16T05:52:08.803016Z digest=sha256:31bd9bc802b0591fc76681733f84ed9d5ddd84fa6f64951c0792014224d2a1dc

Observation 43ad9dca-a2ea-4164-8420-0b4c1f958a97 · outbound

This paper cites Investigating Hierarchical Term Relationships in Large Language Models,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Investigating Hierarchical Term Relationships in Large Language Models,

Reference 17

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source=pdf_text observed=2026-08-16T05:52:08.810627Z digest=sha256:59c841231855fa8bec59d0a93139d6c833cdc200b2efe2af9b1b6a2d1263e2f7

Observation 672b1e5a-9807-4a63-9703-bb57c77ee642 · outbound

This paper cites Revisiting LoRA: A Smarter Low-Rank Approach for Efficient Model Adaptation.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Revisiting LoRA: A Smarter Low-Rank Approach for Efficient Model Adaptation

Reference 18

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raw_fallback, observed 2026-08-16T05:52:09.325174Z

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.

source=pdf_text observed=2026-08-16T05:52:08.816330Z digest=sha256:e472eeaa7df9e45859e88c67562c3bdf3b50ab7c705abd5c0edd0c48a013f723

Observation 84dd0590-358e-47b6-9de1-bf911620b92d · outbound

This paper cites A Reinforcement Learning Approach to Traffic Scheduling in Complex Data Center Topologies,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning A Reinforcement Learning Approach to Traffic Scheduling in Complex Data Center Topologies,

Reference 19

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source=pdf_text observed=2026-08-16T05:52:08.822607Z digest=sha256:7bc0ee6aca4523494ad586705c74c43a7020835293bc552f7c6cf2e2a3af07f4

Observation 28102bfe-3154-4a5e-aeb1-22e194aa43fc · outbound

This paper cites Contrastive and Variational Approaches in Self-Supervised Learning for Complex Data Mining.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Contrastive and Variational Approaches in Self-Supervised Learning for Complex Data Mining

Reference 20

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source=pdf_text observed=2026-08-16T05:52:08.828648Z digest=sha256:afd5a650ceb79d20943c2521db414ff68996345b19cde7ef0b65b231a8aef1b4

Observation 8d79a112-b184-4fe4-83ba-fff03ebb76f1 · outbound

This paper cites Addressing Class Imbalance with Probabilistic Graphical Models and Variational Inference.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Addressing Class Imbalance with Probabilistic Graphical Models and Variational Inference

Reference 21

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source=pdf_text observed=2026-08-16T05:52:08.835236Z digest=sha256:71689ac3959d87b45a7ab007776655746b37db6a8ee4d0258d250654082fd095

Observation 203171f3-f44a-4624-9694-b6d5e1184eaf · outbound

This paper cites Full Parameter Fine-tuning for Large Language Models with Limited Resources.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning Full Parameter Fine-tuning for Large Language Models with Limited Resources

Reference 22

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source=pdf_text observed=2026-08-16T05:52:08.842001Z digest=sha256:181cc047aee2ee20ba2ce3a68b886ffad80f8c74f8150fbef9ce0d5a0056d69b

Observation 81b8b701-253b-4b93-96a6-17c4ec8e9735 · outbound

This paper cites LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models

Reference 23

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source=pdf_text observed=2026-08-16T05:52:08.849012Z digest=sha256:f77b6ef287a556d4e1a26da2f152edc9ce6d6d06855b36ed84f86515d1d778f0

Observation c3aaa5af-b96a-435f-b640-e1ec54c058fc · outbound

This paper cites LoRA: Low-rank adaptation of large language models,.

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning LoRA: Low-rank adaptation of large language models,

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-16T05:52:09.288327Z

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.

source=pdf_text observed=2026-08-16T05:52:08.855623Z digest=sha256:397034523242beb22b286cfb64a99e164a45864cb71875938a8f91f9174ec04f

Pith citing papers

Observation 4073d223-f369-4a14-877d-3f4769ccc6a2 · inbound

Joint Graph Convolution and Sequential Modeling for Scalable Network Traffic Estimation cites this paper.

Joint Graph Convolution and Sequential Modeling for Scalable Network Traffic Estimation Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning

Reference 6

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source=pdf_text observed=2026-08-15T22:12:55.657085Z digest=sha256:4da0be31950137e8f7dce1587d542e9d37c50bdd13485318e04b501299451f7d

Observation f9743013-8bb8-4ffd-9a9e-4584fd5df9e4 · inbound

Deep Probabilistic Modeling of User Behavior for Anomaly Detection via Mixture Density Networks cites this paper.

Deep Probabilistic Modeling of User Behavior for Anomaly Detection via Mixture Density Networks Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning

Reference 2

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source=pdf_text observed=2026-08-15T22:04:24.641882Z digest=sha256:ca46b15ead3f891e99bacc4b861045f33c4382cd52d3c17ba13f09794a6144cf

Observation ecc97f5e-7747-42bf-b1ca-7b62b85b1c88 · inbound

Graph Neural Network-Based Collaborative Perception for Adaptive Scheduling in Distributed Systems cites this paper.

Graph Neural Network-Based Collaborative Perception for Adaptive Scheduling in Distributed Systems Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning

Reference 4

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source=pdf_text observed=2026-08-07T15:07:32.947972Z digest=sha256:d715c636ad9164456b5eff57c3e153465554103740aeffed7a7a7967ed6037aa

Observation 68390acd-383c-4355-b89a-78134fd999fe · inbound

Structured Memory Mechanisms for Stable Context Representation in Large Language Models cites this paper.

Structured Memory Mechanisms for Stable Context Representation in Large Language Models Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning

Reference 9

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source=pdf_text observed=2026-08-07T12:59:45.090042Z digest=sha256:0f7f552ca0d500c46e28ee79ed9ebe5223827720c2ff6eacb73f24a44602df72

Observation d6213767-45e5-4d10-a817-7ad1534f0e91 · inbound

Collaborative Distillation Strategies for Parameter-Efficient Language Model Deployment cites this paper.

Collaborative Distillation Strategies for Parameter-Efficient Language Model Deployment Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning

Reference 16

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local_arxiv, observed 2026-08-06T15:42:59.847183Z

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.

source=pdf_text observed=2026-08-06T15:42:59.777240Z digest=sha256:b8fcc681d44dc74e47875d84c5c8c094d6bb5c4ae65b155ba0d5eb46b75a06f6