Paper Citation Record · LEDGER

Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2503.23333.

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

pith.paper-citation-record.v1
2503.23333 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:01:13.437937Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T08:48:09.461238Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 76ebf85d-fc06-400e-a34f-4708bbdb9ec8 · inbound

Generative Recommendation with Semantic IDs: A Practitioner's Handbook cites this paper.

Generative Recommendation with Semantic IDs: A Practitioner's Handbook Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T12:01:13.437937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2172141-8338-4fd6-b73e-0f7baf6040a1 · inbound

Efficient Item ID Generation for Large-Scale LLM-based Recommendation cites this paper.

Efficient Item ID Generation for Large-Scale LLM-based Recommendation Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T10:46:50.501421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2876e3ab-7879-4c01-a787-cbf511649748 · inbound

Semantic IDs for Recommender Systems at Snapchat: Use Cases, Technical Challenges, and Design Choices cites this paper.

Semantic IDs for Recommender Systems at Snapchat: Use Cases, Technical Challenges, and Design Choices Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-13T11:47:58.173367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 223115bf-060b-44d9-8be8-d6df0b3ca8ae · inbound

Expressiveness Limits of Autoregressive Semantic ID Generation in Generative Recommendation cites this paper.

Expressiveness Limits of Autoregressive Semantic ID Generation in Generative Recommendation Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 67

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T21:21:12.559007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dad18b81-4fc4-4074-b902-229a418ae83f · inbound

MLPs are Efficient Distilled Generative Recommenders cites this paper.

MLPs are Efficient Distilled Generative Recommenders Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:19:28.225665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e94903db-e276-4b6c-ba66-ab61eee37a73 · inbound

SynGR: Unleashing the Potential of Cross-Modal Synergy for Generative Recommendation cites this paper.

SynGR: Unleashing the Potential of Cross-Modal Synergy for Generative Recommendation Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-20T08:48:09.462959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 919061e1-721e-446d-8592-2311fd574a8e · inbound

SynGR: Unleashing the Potential of Cross-Modal Synergy for Generative Recommendation cites this paper.

SynGR: Unleashing the Potential of Cross-Modal Synergy for Generative Recommendation Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-02T13:47:28.387480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e22249c9-fcfc-41dc-a163-411c80589621 · inbound

From Raw IDs to Semantic Planning: How Recommender Systems Utilize Information at Scale cites this paper.

From Raw IDs to Semantic Planning: How Recommender Systems Utilize Information at Scale Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 55

Resolution: unresolved; no resolver link, observed 2026-07-13T02:17:16.415801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 859bd66c-d2bd-4705-96a5-735be0a79b2a · inbound

From Raw IDs to Semantic Planning: How Recommender Systems Utilize Information at Scale cites this paper.

From Raw IDs to Semantic Planning: How Recommender Systems Utilize Information at Scale Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T07:33:47.695716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a45b87f8-ce5e-47d9-a6a6-e36e6b236eba · inbound

Stream-aware Side Adaptation for Large Pre-trained Multimodal Embedding Models in Sequential Recommendation cites this paper.

Stream-aware Side Adaptation for Large Pre-trained Multimodal Embedding Models in Sequential Recommendation Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 58

Resolution: unresolved; no resolver link, observed 2026-07-14T08:22:38.931155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3bb8c8e-a56c-4722-9c85-2088185941a7 · inbound

LLM-Based Generative Retrieval for Snapchat Content Recommendation cites this paper.

LLM-Based Generative Retrieval for Snapchat Content Recommendation Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics

Reference 37

Resolution: malformed identifier; no resolver link, observed 2026-08-03T01:29:06.085329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.