Paper Citation Record · LEDGER

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation

As of 7 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 1 inbound Pith citation observation for arXiv:2508.10312.

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

pith.paper-citation-record.v1
2508.10312 v2

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:37:17.525561Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T14:13:39.822547Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

66 of 66 outbound references displayed

verified exact3
verified fuzzy0
unresolved63
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b8fcaaba-5623-4087-95bc-c4da3bb583df · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.256134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cb2b43f-f2cc-4de9-8f8d-9d17583b2407 · outbound

This paper cites 2004.Convex optimization.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation 2004.Convex optimization

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.260887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08365a6d-c3bc-4126-8ce8-8f3b06935f6d · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.265222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2d74bb7-e813-4b89-8843-0cbfc3f0b244 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.570568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 89b043fe-0e02-4e6c-9201-58480a6a30b8 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.555914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d5621a60-7712-49a4-8bd6-7b9dd036db6f · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.540663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 99c61ef9-5248-4e07-81ed-2096356cefd5 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.526817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 96f31b0b-2f45-4c83-94c9-82bfadcb1265 · outbound

This paper cites Recommender Systems in the Era of Large Language Models (LLMs).

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Recommender Systems in the Era of Large Language Models (LLMs)

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.287316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08c8334f-8f93-4bd5-ba75-46462ee20336 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.512740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 74c7febd-10a7-4d13-ad3a-0f38e0dfa226 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.498851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 48e7858f-74b6-4f5d-a2d9-c514511754f2 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.484228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e8d950e7-c92c-44a5-9d0a-fd2ddbc809ba · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.305308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db02d3ad-3175-4ef6-a701-7aa5bacb89c4 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.309780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4171e7fd-fbdd-46d4-9568-fb8125c51d6b · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.313633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45eeea2a-92d9-483a-87c7-ac7d7ed6c2da · outbound

This paper cites LLM2Rec: Large Language Models Are Powerful Embedding Models for Sequential Recommendation.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation LLM2Rec: Large Language Models Are Powerful Embedding Models for Sequential Recommendation

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:37:17.924694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b09e72a-a344-477f-8221-da39dd857d7f · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.322123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30d90d6e-9fcb-4784-b589-ea50591c722c · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.431533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 100c9fff-5971-4689-8f87-6a36ab3a3980 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.335378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c44aa3e2-8c9b-4f99-84cd-8f6776236be4 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.407731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ffeba59e-125b-4682-9e47-0bdc0b400ac5 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.343314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a812bb62-3d58-428b-9b59-fd968e8d9536 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.383722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1b8aa504-e97c-492e-8d08-e45822d04fe4 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.369131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 30563be3-4ac7-4925-a42d-a0221d266844 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.355279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6b06d81c-8741-4490-9bad-bb5b468ca208 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.341413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bdd7d078-0ef9-43bb-a689-fffd0e426acb · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.327700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7ae0dd88-ca97-4652-a7da-d729cb1e2243 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.312790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ec7e69f2-52ac-489b-868c-626865aecc9d · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.370545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59b7f1b4-d7e4-46c0-a9c8-e4e44699c915 · outbound

This paper cites Revisiting Graph Neural Networks: All We Have is Low-Pass Filters.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Revisiting Graph Neural Networks: All We Have is Low-Pass Filters

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.374606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a0624e6-163d-4c73-acf3-4b9a04cdc958 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.289473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e674fc29-c16e-4545-8e91-da8f13e8da8d · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.275549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c365a042-9302-40b1-8bb1-04a6c514f186 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.261357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cfc015d9-cf31-44ad-bd90-341e8bd2c5e7 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.391664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c0ad991-766b-4a34-9e29-2742af0951cb · outbound

This paper cites An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:37:17.873209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eedb7611-b6c1-49a5-8dd5-b6bc83cc8534 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.237896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 742530b4-cdec-4f09-9ae6-ad6c21dc336c · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.224668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 62a53c3d-e170-4243-96cf-e249a232195c · outbound

This paper cites Large Language Models Enhanced Collaborative Filtering.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Large Language Models Enhanced Collaborative Filtering

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.408436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bddc543-cfc0-4daf-856e-d984de05efcd · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.211170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e52efa49-8ca9-4f96-8423-f9a700bd803f · outbound

This paper cites Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:37:17.836477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cf561bd0-2f7a-46be-8e98-eca20d3b2d8c · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation LLaMA: Open and Efficient Foundation Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.421271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af878253-6070-46f0-af2c-b9b74510b1bf · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.425462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db010052-588b-4099-bf8d-a9aa7b7e25f8 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.188907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ad148f35-4bcf-452d-8781-7f2ea77b008b · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.175113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 876e11ff-3bbf-48da-875a-c6c9c42c75a3 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.437506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62c7ad65-6613-42c7-a35a-b43a0689574c · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.151863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ed5e64cd-7c7e-4286-bb75-54ccb36ac179 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.445347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5022b14e-4764-42f9-ab16-e521792bacc9 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.129061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bca64cd1-4567-4c8a-88ab-f4a31a51eab4 · outbound

This paper cites A Survey on Large Language Models for Recommendation.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation A Survey on Large Language Models for Recommendation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.453027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afa3427a-cffa-4656-8940-e286bd27f884 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.457142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63feba9d-9900-4a01-89d1-955a87a114e3 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.461205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9732c767-6217-483d-b21e-662b65142b93 · outbound

This paper cites Qwen2 Technical Report.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Qwen2 Technical Report

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.465264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c4a9d17-c9c4-492a-b919-03c187266715 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.469718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 890ea123-abdc-4c45-a5f1-a1ffe459d74b · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.094334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b58c062-fdc4-46a1-8343-d75471da93af · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.079900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7c506b4e-490a-4189-9d6b-3bd524d43c36 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.064919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a40c55d7-b41b-4c3c-b465-fc6dbaca1f45 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:37:18.048694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ac69f286-8d0d-4375-ab83-cdeb5b467815 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.488754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47749f4b-6130-4350-bd6c-489381980998 · outbound

This paper cites Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-05T20:37:17.492826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 58

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This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 59

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Observation d183179b-91d3-4bbf-8334-59ba0ce7c1bc · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 60

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Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation A Survey of Large Language Models

Reference 61

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Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 62

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Observation c4adf012-114d-47ab-aa5b-a4343c0ad09c · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 63

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Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

Reference 64

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Observation cb9a0fd1-303f-4ced-a9a9-1b4f49936435 · outbound

This paper cites an unresolved cited work.

Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Unresolved cited work

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Observation e7d1c513-8e9e-433c-a4e0-75e3b192c8aa · outbound

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Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation Session-based Recommendations with Recurrent Neural Networks

Reference 2015

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Pith citing papers

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Private Approximation of Graph Spectra and Cuts via Spectral Amplifiers Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation

Reference 2018

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