Paper Citation Record · LEDGER

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation

As of 10 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2502.18481.

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

pith.paper-citation-record.v1
2502.18481 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:25:46.982190Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

25 of 25 outbound references displayed

verified exact0
verified fuzzy17
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 551fa5a5-292c-4064-a89b-8b368c859019 · outbound

This paper cites Multimodal attentive learning for real-time explainable emotion recognition in conversations,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Multimodal attentive learning for real-time explainable emotion recognition in conversations,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.225732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d48df4e3-639b-4626-bdb8-3379bf2e8129 · outbound

This paper cites Audio-visual cross- modal generation with multimodal variational generative model,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Audio-visual cross- modal generation with multimodal variational generative model,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.215304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 821e357b-a452-4bd3-a145-736a0bc962f0 · outbound

This paper cites Revisiting disentanglement and fusion on modality and context in conversational multimodal emotion recognition,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Revisiting disentanglement and fusion on modality and context in conversational multimodal emotion recognition,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.205020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3c627bff-a86a-4933-a7ea-c6497e4cb148 · outbound

This paper cites a3-fkg: Attentive attribute-aware fashion knowledge graph for outfit preference prediction,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation a3-fkg: Attentive attribute-aware fashion knowledge graph for outfit preference prediction,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.193459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 054c0684-5956-4632-be06-b2d23f6e89ae · outbound

This paper cites Hierarchical multi-modal attention network for time-sync comment video recommendation,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Hierarchical multi-modal attention network for time-sync comment video recommendation,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.182797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8a991827-a73a-46be-be37-eb390096af70 · outbound

This paper cites Multimodal pretraining, adaptation, and generation for recommendation: A survey,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Multimodal pretraining, adaptation, and generation for recommendation: A survey,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.172846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation abb810c8-8a7d-4fd2-905c-810649b2ff2a · outbound

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

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Multi-view graph convolutional network for multimedia recommendation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.163367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 01b1a057-3872-431b-89f3-9b97e2949f5c · outbound

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

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Lgmrec: Local and global graph learning for multimodal recommendation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.153318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2e837257-fe93-4aca-957f-71c03a1bad29 · outbound

This paper cites A survey on contrastive self-supervised learning,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation A survey on contrastive self-supervised learning,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T19:25:46.926812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca3a5e20-1120-4521-880f-d6caedabef04 · outbound

This paper cites Multi-modal graph contrastive learning for micro-video recommendation,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Multi-modal graph contrastive learning for micro-video recommendation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.138292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2e417889-b8a7-4208-a213-26e0033d9720 · outbound

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

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Self-supervised learning for multimedia recommendation,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.128314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 707a1648-6eeb-4814-bc65-6d27e3b723ad · outbound

This paper cites DREAM: A Dual Representation Learning Model for Multimodal Recommendation.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation DREAM: A Dual Representation Learning Model for Multimodal Recommendation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T19:25:46.937730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38eb9494-6d1a-407b-a57a-ce599be318fc · outbound

This paper cites Mining latent structures for multimedia recommendation,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Mining latent structures for multimedia recommendation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.118896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f4956b0-15ed-40b0-a553-84a66f18c44b · outbound

This paper cites Inductive representation learning on large graphs,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Inductive representation learning on large graphs,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T19:25:46.944595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51ec872b-6c6b-44af-aefc-b98289bcbc91 · outbound

This paper cites Semi-supervised classification with graph convolutional networks,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Semi-supervised classification with graph convolutional networks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.102987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aa5cd571-52fe-4dd8-a020-f1f4b51aafad · outbound

This paper cites Enhancing dyadic relations with homogeneous graphs for multimodal recommendation,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Enhancing dyadic relations with homogeneous graphs for multimodal recommendation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.093129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 010901c6-7bce-4c82-bd5b-29efc756560f · outbound

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

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Lightgcn: Simplifying and powering graph convolution network for recommenda- tion,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.071262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 76e04e40-338e-49d0-8c5e-8922e52a8dc7 · outbound

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

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Dualgnn: Dual graph neural network for multimedia recommendation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.061027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ae01f676-8fe6-4aa9-92f9-952115a16f53 · outbound

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

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation BPR: Bayesian Personalized Ranking from Implicit Feedback

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T19:25:46.964086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a55942fd-d2c1-4727-aaeb-2701e86d04d4 · outbound

This paper cites Image-based recommendations on styles and substitutes,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Image-based recommendations on styles and substitutes,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T19:25:46.967551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a71457b8-4250-4258-be8d-73b91f1fbad7 · outbound

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

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Bootstrap latent representations for multi-modal recommen- dation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.045922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 97d72210-1920-4dc1-8cb6-d5dda172bab6 · outbound

This paper cites A Comprehensive Survey on Multimodal Recommender Systems: Taxonomy, Evaluation, and Future Directions.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation A Comprehensive Survey on Multimodal Recommender Systems: Taxonomy, Evaluation, and Future Directions

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T19:25:46.974599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26617151-5061-4c9c-9029-9136a724bf3b · outbound

This paper cites Adam: A Method for Stochastic Optimization.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Adam: A Method for Stochastic Optimization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T19:25:46.978307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d14f6a75-f92b-4dad-ba7a-f4f31b04b5f9 · outbound

This paper cites Understanding the difficulty of training deep feedforward neural networks,.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Understanding the difficulty of training deep feedforward neural networks,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T19:25:46.982190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 225c5dae-7007-4288-af8b-8f6ca7c25a8a · outbound

This paper cites 3123–3130.

MDE: Modality Discrimination Enhancement for Multi-modal Recommendation 3123–3130

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:25:47.082206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.