Paper Citation Record · LEDGER

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation

As of 18 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2508.16170.

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

pith.paper-citation-record.v1
2508.16170 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:33:32.809604Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy33
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1dd3f56e-caa0-46d2-a06b-c7411391b903 · outbound

This paper cites Multimodal hierarchical graph collaborative filtering for multimedia-based recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Multimodal hierarchical graph collaborative filtering for multimedia-based recommendation,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:37.354938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9eedb20e-33a8-4d9a-b023-00a73bb3cd5a · outbound

This paper cites Multi-modal discrete collaborative filtering for efficient cold-start recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Multi-modal discrete collaborative filtering for efficient cold-start recommendation,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:37.214509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f9289fc8-f151-4be8-ae4a-92fb933becf0 · outbound

This paper cites Music recommendation by unified hypergraph: combining social media information and music content,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Music recommendation by unified hypergraph: combining social media information and music content,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:37.076650Z

Source-reported events for the cited work

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Observation ac7efe8e-0158-4dde-b9b6-4413dbb532a1 · outbound

This paper cites Multimodal machine learning: A survey and taxonomy,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Multimodal machine learning: A survey and taxonomy,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T17:33:30.707278Z

Source-reported events for the cited work

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Observation b73b543e-44ac-4702-b9dd-d6fdbfb0e548 · outbound

This paper cites Learning Item Representations Directly from Multimodal Features for Effective Recommendation.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Learning Item Representations Directly from Multimodal Features for Effective Recommendation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T17:33:30.789820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30543eea-b969-4dc2-a7e9-d3b299be4fe7 · outbound

This paper cites Semantic Item Graph Enhancement for Multimodal Recommendation.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Semantic Item Graph Enhancement for Multimodal Recommendation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T17:33:30.854145Z

Source-reported events for the cited work

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Observation d3fbafe0-598b-4af9-85e1-c0ca5f3fc1e9 · outbound

This paper cites Mining latent structures for multimedia recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Mining latent structures for multimedia recommendation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:36.906336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7edd3536-b4c3-4424-923d-82dd9b37af90 · outbound

This paper cites A tale of two graphs: Freezing and denoising graph structures for multimodal recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation A tale of two graphs: Freezing and denoising graph structures for multimodal recommendation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:36.742943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 334bc93f-0a07-4730-98b5-8420699bee74 · outbound

This paper cites Latent structure mining with contrastive modality fusion for multimedia rec- ommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Latent structure mining with contrastive modality fusion for multimedia rec- ommendation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:36.613139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ca6d0688-c23c-41e6-88a7-be6f1ad799ad · outbound

This paper cites Improving multi-modal recommender systems by denoising and align- ing multi-modal content and user feedback,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Improving multi-modal recommender systems by denoising and align- ing multi-modal content and user feedback,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:36.470561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 34c15a9e-e6e6-4ce7-8409-efc3d7f5d641 · outbound

This paper cites Multi-view graph convolutional network for multimedia recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Multi-view graph convolutional network for multimedia recommendation,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:36.295718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b950d535-aa1e-4f35-839b-13bf0556ea05 · outbound

This paper cites Dualgnn: Dual graph neural network for multimedia recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Dualgnn: Dual graph neural network for multimedia recommendation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:35.973932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 708312fc-2195-4873-9e1b-364586edaffe · outbound

This paper cites Vbpr: visual bayesian personalized ranking from implicit feedback,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Vbpr: visual bayesian personalized ranking from implicit feedback,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:35.818666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d34e3850-00a2-4ebb-8b01-9d34caa27653 · outbound

This paper cites Visually-aware fashion recommendation and design with generative image models,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Visually-aware fashion recommendation and design with generative image models,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:35.698740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9b9e8103-c5aa-4406-93d2-fde73bc9c7cd · outbound

This paper cites Deepstyle: Learning user preferences for visual recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Deepstyle: Learning user preferences for visual recommendation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:35.610156Z

Source-reported events for the cited work

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Observation aa9cc981-4f4e-4ad8-8f6f-75acdac81615 · outbound

This paper cites Personalized fashion recommendation with visual explanations based on multimodal attention network: Towards visually explainable rec- ommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Personalized fashion recommendation with visual explanations based on multimodal attention network: Towards visually explainable rec- ommendation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:35.518715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 05c5511c-300d-4848-aa77-6108862b48c3 · outbound

This paper cites Mmgcn: Multi-modal graph convolution network for personalized recommenda- tion of micro-video,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Mmgcn: Multi-modal graph convolution network for personalized recommenda- tion of micro-video,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:35.385195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e6b1bb14-817a-4f79-8a8d-16875cd2b9ad · outbound

This paper cites Graph-refined convolutional network for multimedia recommendation with implicit feedback,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Graph-refined convolutional network for multimedia recommendation with implicit feedback,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:35.268048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0fe81c14-28a1-49d7-ba25-cdbcef353925 · outbound

This paper cites Bootstrap latent representations for multi-modal recommen- dation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Bootstrap latent representations for multi-modal recommen- dation,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:35.146357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7c6621f4-0c49-45e4-a9ee-38b27d972bf8 · outbound

This paper cites Lgmrec: Local and global graph learning for multimodal recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Lgmrec: Local and global graph learning for multimodal recommendation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:35.021041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8c50b2c8-2662-4efc-88e0-921f4ef33e12 · outbound

This paper cites Challenging the long tail recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Challenging the long tail recommendation,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:34.918790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2dd1d980-9ee5-406f-be32-2de32c5f5439 · outbound

This paper cites Dropoutnet: Addressing cold start in recommender systems,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Dropoutnet: Addressing cold start in recommender systems,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:34.796381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation db9f3fef-36ae-4485-8664-652d5550bf3f · outbound

This paper cites Melu: Meta-learned user preference estimator for cold-start recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Melu: Meta-learned user preference estimator for cold-start recommendation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:34.643703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 59dc4225-12ba-448b-bb1e-ed931bd2dce2 · outbound

This paper cites Long-tail session-based recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Long-tail session-based recommendation,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:34.494507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 795c195d-c8fa-41e0-b86b-ba43960a8d50 · outbound

This paper cites A model of two tales: Dual transfer learning framework for improved long- tail item recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation A model of two tales: Dual transfer learning framework for improved long- tail item recommendation,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:34.380292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 48a51991-a723-4461-b17a-7d251b9ecff3 · outbound

This paper cites Improving long-tail item recom- mendation with graph augmentation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Improving long-tail item recom- mendation with graph augmentation,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:34.238913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fedaf8ba-8779-4af9-832b-dc1e2a042d5d · outbound

This paper cites Graph collaborative signals denoising and augmentation for recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Graph collaborative signals denoising and augmentation for recommendation,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:34.101635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation af849b3d-451d-4dcb-ab14-374411d0c421 · outbound

This paper cites Diffusion augmentation for sequential recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Diffusion augmentation for sequential recommendation,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:33.988239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 809f9dd0-f467-4509-8206-8a546fdb6298 · outbound

This paper cites Linrec: Linear attention mechanism for long- term sequential recommender systems,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Linrec: Linear attention mechanism for long- term sequential recommender systems,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:33.889104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0fc0870c-31ab-4109-8643-bed8880354f4 · outbound

This paper cites Coral: Collaborative retrieval-augmented large language models im- prove long-tail recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Coral: Collaborative retrieval-augmented large language models im- prove long-tail recommendation,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:33.767557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 16a1d655-3fdd-4426-90ae-0b53f52aa4d9 · outbound

This paper cites Llm-esr: Large language models enhancement for long-tailed sequential recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Llm-esr: Large language models enhancement for long-tailed sequential recommendation,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:33.640019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0d00a9de-b2e6-4fb8-93a4-017b3058ca23 · outbound

This paper cites Integrating large language models into recommendation via mutual augmentation and adaptive aggregation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Integrating large language models into recommendation via mutual augmentation and adaptive aggregation,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T17:33:32.490997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ea771f6-b670-4ce0-8734-ce604e9829c6 · outbound

This paper cites Communication- efficient federated knowledge graph embedding with entity-wise top-k sparsification,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Communication- efficient federated knowledge graph embedding with entity-wise top-k sparsification,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:33.505394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 518629c0-72af-4f31-b951-5458d5ede06a · outbound

This paper cites Fast approximate knn graph construc- tion for high dimensional data via recursive lanczos bisection.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Fast approximate knn graph construc- tion for high dimensional data via recursive lanczos bisection

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:33.400944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 67fabc1c-021b-4764-b65b-d33db2438134 · outbound

This paper cites Lightgcn: Simplifying and powering graph convolution network for recommenda- tion,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Lightgcn: Simplifying and powering graph convolution network for recommenda- tion,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T17:33:32.628345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c18c4a9-03a0-46d0-af1c-e840b3197fee · outbound

This paper cites A Content-Driven Micro-Video Recommendation Dataset at Scale.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation A Content-Driven Micro-Video Recommendation Dataset at Scale

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T17:33:32.678988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation feb88db3-1614-4ff0-a183-e75e43f0e940 · outbound

This paper cites Self-supervised learning for multimedia recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Self-supervised learning for multimedia recommendation,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:33.246547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0f572d74-1115-474d-902a-771dcca21918 · outbound

This paper cites Gume: Graphs and user modalities enhancement for long-tail multimodal rec- ommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Gume: Graphs and user modalities enhancement for long-tail multimodal rec- ommendation,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:36.138311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a2be3d64-eaac-48f1-a6c7-b551391f0039 · outbound

This paper cites Mmrec: Simplifying multimodal recommendation,.

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Mmrec: Simplifying multimodal recommendation,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:33:33.129607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

No inbound Pith citation observations are available.