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Paper Citation Record · LEDGER

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation

As of 5 August 2026, this Paper Citation Record lists 73 of 73 outbound references and 3 inbound Pith citation observations for arXiv:2601.21986.

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

pith.paper-citation-record.v1
2601.21986 v2

Coverage vector

measured 73 of 73 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T09:22:52.783683Z

measured 76 of 76 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T04:02:20.038398Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T08:29:41.987998Z

Reference resolution

73 of 73 outbound references displayed

  • verified exact14
  • verified fuzzy2
  • unresolved57
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5a6da108-ffb9-41ba-9d95-40198fe8b020 · outbound

This paper cites GPT-4 Technical Report.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation GPT-4 Technical Report

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-16T09:27:41.395377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:2b871af701f2c6bc93ea62f9df5a04875390ef88208af3e94415f66162e92bd7

Observation cc25755c-fd98-4c77-adc6-e4cd80edddbc · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.576772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:6a7f6914ceba41c394476b084c0600fd86bee04e781020ae52c2622d8df1e8a8

Observation e377ff0c-1327-494f-bb63-1190e20b7766 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.568119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:840f5032ef73ecffe5bb9e14afb1af924fed8683c5ec954c4363c6c631fd3969

Observation 950b0162-d3e3-4e90-a697-ce653fa5265d · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.631062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:cd523be3eb3b089d4c5aa95e38fea6476cb6f80bccabb39c30d52032c084e5da

Observation b6880831-2a9d-44fc-bf64-12b5432480af · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.551189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:c81a76e1281c3b5fb5678e312f4551ebc9bb8dd21f67443d79b784677e9ef95e

Observation 0d270f05-6560-4a0a-8b95-6510faf78705 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.566105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:7a4e3b8d0605b7c0a1d8cf41376b91d78411eee2f31fd466b27295d1704e88ac

Observation f6d74d08-6f69-4d88-a2aa-cfa771b6767b · outbound

This paper cites HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.420897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:ec6864dda071500ceab2bd19725b0e0a0594c56dccd6e10c97253bce3340cd35

Observation 4a9f8874-9537-4c84-b16d-e69d5d578784 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.531120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:ae3a8129241d3a57d4aa24a8b90abbc6884b5f7ad3df45819ef84a4aaa6ed35c

Observation ceb03438-6cfd-418e-9454-be6ae5837833 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.612980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:14040b2c3875eb3b9bd8c97605023698456535edb870481a3cd2e1f69c7dff36

Observation 6dc8f700-ebc6-4e7b-b231-641f9130a4cd · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.605934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:e13df54c448c85dbde7c928ef3b9cef6e827af184276c924165aa6331658c64b

Observation 36cd7e42-6db2-4562-a5e9-b0c23a8b1ce7 · outbound

This paper cites M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.423722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:90ab81b8015db3c475ec67cc23146c8896ea96dda40f8c38129d75f11d52e43e

Observation 50e835d3-81e2-4d39-91dd-2406fba8f7e5 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.570350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:32f1a5b8b4bb472a8cf64bb2761510a9a944f1384c5fe06ee4eb2759ed7b0705

Observation 5abab14a-014a-49d3-8411-ff36870fb57e · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.679100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:54bc36166a15280ad7d3743bdb0e7f876bbcd32a2cc1206b10f2ffd20e8aa3bb

Observation 62966979-de0e-40a9-b7ca-14ae96b6e7c0 · outbound

This paper cites Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.398838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:7526b1d10112f71393b57cb2be7d9316911c9eb8c55990019750b5e9f6ea4672

Observation 8885399c-6c6e-4856-93e9-caa165accac3 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.617767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:dba0538300b0df70fd6cc6d7011984518002c48c6f8699cc6711828f9d812038

Observation 616da06b-3708-47de-81ba-91f1de0c58a9 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.538346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:355ab14bf70513cdfc7f456d2fd5dcb7a088a4d45c9c75423ecedd802e32e3b8

Observation 0b204894-591f-4310-ad6b-5d5f9ba54b60 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.561753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:b3d5354206fb0e787c4699fbafe76e4b95e1dc3f389c1f963daa223373e1b058

Observation 978815b5-ea5e-48b2-9c87-1052ba1e2c3d · outbound

This paper cites Session-based Recommendations with Recurrent Neural Networks.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Session-based Recommendations with Recurrent Neural Networks

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-05-16T09:27:41.386284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:8016f0156810a5cd9c87b79f324154d6ba241d9eef7b88a0e8ad8f6e37426d94

Observation 1b5916bb-42dc-42e3-a980-ef7d344aeb91 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.641649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:357085e2ee58a7840645b4bffe2089cb6f1ac3daa7b3eb0830c50d842bc54bfd

Observation c58316b6-2a66-4248-8ca6-9c24c3f28e34 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.540471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:b230e92e03a827fc7e18559bcbfa43aef95ffaaae729d34bfce8bf218790621f

Observation 343d44e3-28f0-4305-ac16-942f0aa256f4 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.574761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:477d0e966367d98ef562c030e45bc148035ead12bc4d9455fb2f35588dde9dbb

Observation 086fd401-fa35-4315-b3b9-19ce64bf1588 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.564008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:4adb2ef10b61e5fad2a7316b80878c3abf6328e7bd36b8461d2ea2d3a9ff407b

Observation 046cb736-dc77-4e5c-9690-1674ae13d446 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.556903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:87fe29400679d4b1f044fe74533c475bc18fde53cf95c0a11e9ac3cbc30d26ef

Observation ddd1569c-6ab0-408e-bf84-281a23422d93 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.559117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:3413897b0b679f0ef13337b4e369e9b940c9577fa5398c39606798ad21243614

Observation 719f876a-d46f-411d-8c85-e178cfc3f35b · outbound

This paper cites Understanding Dimensional Collapse in Contrastive Self-supervised Learning.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Understanding Dimensional Collapse in Contrastive Self-supervised Learning

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.417709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:b381a7517a3771bfd0ab20226a19a7c39cc302d370d77f7dd45a0b7bb6c6719a

Observation b51ffbfd-533d-4d62-afaa-13ecd89c3ba7 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.553053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:06db8a60c3e3d6a0da7045025873c0b83c2d8818b250da75ec546ac24ba04bc3

Observation 2c3f18ec-03a3-400b-aea1-c2918def903d · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.683517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:3a50ddc6ad85a91738de5729e8d8a687c5e53ce21464d8e268d4cc7d8a445c59

Observation f6e681db-4871-4964-b1ec-fa823ac626d9 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.669664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:1594e4d03a88d0518d90dadfba5e7129024d24bb8086d05fee353a90d4ee12b9

Observation 484e233a-0549-4bc5-9682-85b11101a5e5 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Adam: A Method for Stochastic Optimization

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-05-16T09:27:41.404799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:c804e34b4633080e54193d7913d03cc8cedb77a7e09645e75c6d0d57c1bcfbe1

Observation 065645c8-206d-4e24-a4cd-1c5654bc4d3a · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.651483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:6e79c4cec16b4ee49ab35be97c0dcf031f45d43a3d1ce7e89ff962c7895daef8

Observation 03067000-2847-482b-bda6-7e225d8eb1a4 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.637294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:8e91de83ea422e21b4346d539ff62bd6eb2c5e96cae179a67ee81da73a04492f

Observation e924db16-c558-45b8-b413-ebdc735f2dde · outbound

This paper cites E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.401965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:cead7e773202a2d4daf1e8c0b710a5ccbe2efec3f31978880f720c5bea9d937a

Observation 2dd68fe3-43db-4a49-81ce-48412488e684 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.626752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:6e1ab61db2c597ff5bac5c768c1715b94fb20168257b7b3a9e01c8080e608caf

Observation 8791bb8b-9c92-45c7-bde1-fd22f3a1719c · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.635350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation a01e83ef-799d-4f6c-9619-408ed6ec3df1 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.639676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation b3900fce-d4c4-412b-822e-53816c124dac · outbound

This paper cites InProceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation InProceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T09:32:41.647237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:a3ca071fbce3a2b520110594bb50746075483501e487a3bd48393307e6641efc

Observation e9ed364c-89f5-448c-bc81-f0f47863feda · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.659411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:6483c5b16c36b308ebaef3240e0f9b8f7b7552cd82f2848f44f68ff0fa8ed12e

Observation 41d3988b-7cfa-4ee6-920e-c4579b5e7853 · outbound

This paper cites ONCE: Boosting Content-based Recommendation with Both Open- and Closed-source Large Language Models.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation ONCE: Boosting Content-based Recommendation with Both Open- and Closed-source Large Language Models

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.411599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:1ba965386c500ec70e66fd5bc179759d44860767cb7ddefd78a0c1e600aed224

Observation 96749933-db30-42a6-b899-515c32b9ce60 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.671464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 4937a2ca-4cd1-4bcc-9f22-de92cbfac77d · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.674881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:7b6d5c77f53037faa3ea985f6c20682c51cf65c4a079c3efd640be525d7d98db

Observation e7140c90-a4b9-4378-85aa-2adbba63b32b · outbound

This paper cites Large Language Model Enhanced Recommender Systems: A Survey.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Large Language Model Enhanced Recommender Systems: A Survey

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.408267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:4c8e1b378b40f20e386fe90d51e46654193eab7e496946456f6b25ffd6d1cce5

Observation c3c64429-6d99-4762-af93-df77243db901 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Representation Learning with Contrastive Predictive Coding

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-05-16T09:27:41.426859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:c9dc5ce9362fae9b07e167ae84ed8df1430d3e6d0e58c3ee28d41b03d78a8758

Observation 5b6913cd-6798-4565-a3f7-43e3182336ec · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.608378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:5290d444adfedf9dd2b7760bb367277b269a2dd08d17b33b710ad8c8c9716561

Observation 9a65e199-92ab-448e-b94e-ee506e189d76 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.653386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:e9d0367f15172440ce7b284b87cc71d9e95a02fe2728ab3e1b65bd6bccb9ac12

Observation 398619f0-bf48-410c-a384-9cae425b4912 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.549208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 73f2bcb3-5115-43a2-9961-34fc60bc810c · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.528986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation f34da284-8cca-4db5-805b-512a2b03e5ce · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.665776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:b582f80c9c97e54b69a99ca75d8bb0a80076721c8b51e097f46e321710f6d795

Observation 7676dd07-49dd-4308-8a07-0cd7b0796c9f · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.615473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:22c4990397f2c4202dfff6adead7a4c4d4d100f5ed35e3d2d15cce9386f6b3df

Observation 565fdf13-0a06-4bee-b0c8-5ca67bfd61c7 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.536083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:cb83ae22f4b389d033f95b06ab9b26a2c8c715f04f6c48f0cf4e37b1ad253d23

Observation 2e1419d9-607d-4d90-a2a7-4c95073064be · outbound

This paper cites InProceedings of the 28th ACM international conference on information and knowledge management.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation InProceedings of the 28th ACM international conference on information and knowledge management

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T09:32:41.547181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:238ad014d12eb91735f70a5d059c8f4ce6c4ec0385ecae6c2c47daa68cba562c

Observation 96f57406-5917-403c-b8a6-0de24d001b28 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.677044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:77419b6e79f3759d2795645cc6c541d2dab72784f344b8182264872ed8f92d8f

Observation de881238-20b4-4ed5-9a25-3533128bd89a · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.619827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:79472eb04d5ca6722f81a3d891d908d66d8af9ed165ec9c169fcacf21ee3773a

Observation 5b806ea2-b5ec-4769-a2d9-8023ee90fa1e · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.628905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 6dd30af2-b1eb-4828-ad1a-5dfb94a67306 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.622172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation f810d5b2-7440-4f1d-9f9f-faf8c59ac2df · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.542456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 14abc7c5-826f-4ab0-8d9c-a0115dfeb389 · outbound

This paper cites Zero-Shot Next-Item Recommendation using Large Pretrained Language Models.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Zero-Shot Next-Item Recommendation using Large Pretrained Language Models

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.392406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:d136e1baa9726e556ed34d760b8e4139bd912bb8b49be67aef39b8e81dbf491f

Observation 008a9415-2a0d-48ff-82cd-2671bf79283c · outbound

This paper cites CELA: Cost-Efficient Language Model Alignment for CTR Prediction.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation CELA: Cost-Efficient Language Model Alignment for CTR Prediction

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.389721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:ef7b2ed7b9f22930f09d93e5741ea4c5d19b1ed4be50c4fa7594abca5ca95411

Observation 5bb53782-7687-491b-9d7a-04ec4cd9f783 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.554926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:d33e470539fbe3b5acbd0358413541fa10989a8e50fad3fad34a9bc0eecc9ad9

Observation b089230e-4f87-4f71-9e0c-5d3da2ead467 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.572404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:748b3dfb84b07264e54825083cbe7f7ce04e560b766ab2d055b0893c032cfac5

Observation 11c21a82-3e25-4ec8-9bb0-68435048b38d · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.633309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:19c07a7f72b87c1ed067ac48ba7f9dc7f33f19375e8ff7fddf86fe6f1bfe2044

Observation 0fb379fd-bfee-42be-aca6-99fb39ef02de · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.624479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:0f025a173f5430796b72c6fcb329a77072cd458bbcbebe5ecf7053fa285c72cc

Observation 2e1f8e60-efb6-4342-83d1-d09edd8a86c8 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.649538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:f8574c5d04842f8011a522a38214e32584b3ed3d9670d38be4b5c68a86a16ade

Observation 4b734134-8874-41f9-b568-540c7589232e · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.681513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:8930e3b6bf6377a5dfe7640997e75f47fe3a1035c6b880a9e772df7f85bc8980

Observation 1c260797-fedc-4c2e-9010-1e6cda2c4944 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.663745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:cba94172d63db46b8c8a70d4624f170775de6af16e27cdb12d89041b6808fb29

Observation d87d385e-f0b6-4fb1-8fd8-4dbad13a9790 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.544453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:d34271d4c925eb6881e87a8c39a31d8113cd1e35cba77d15e33768bbe898288f

Observation c16bef16-769e-4183-b155-4995f169d3df · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.657521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:93f901fee7cc5ad0aabbe3f1a857c9ae0ba2772f0668b5b764a3104a489d4b19

Observation 87dc3abc-7354-423a-93b6-76ef25123195 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.661616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:8ba8a3f23bf741230fb4542058e0d331be76cbb9a5db0759d8a2e7af59fe8489

Observation 1adf608b-f6c6-498f-8a87-144f53dcce08 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.644433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:48896174b7fb01e76e5ecfd54302bd85c017da291bb300a45ddcf0e5454ac443

Observation c773ad6a-1793-4753-9f72-658cb4664699 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.610702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:5ad317cd33d441fce6b186cd8d7fc6d2371564a9a3afe1f6c388b4507fa24d29

Observation 87bcf6fd-09a4-4775-8747-1a1730093773 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.533383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation fbdfbdb1-d51a-4d1b-9ed6-f33b35bf1590 · outbound

This paper cites arXiv preprint arXiv:2503.01814 , year=.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation arXiv preprint arXiv:2503.01814 , year=

Reference 71

Resolution
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arxiv_id, observed 2026-05-16T09:27:41.414686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 05615857-9f41-4974-8463-89f79e719817 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.667741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation c3184696-1d0e-4a89-b9a4-664b55c90e30 · outbound

This paper cites an unresolved cited work.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-05-16T09:32:41.655415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Pith citing papers

Observation ff9f5f2c-7e2b-40ff-8e13-fd9a94093c87 · inbound

The Pitfall of Scaling Up: Uncovering and Mitigating Popularity Bias Amplification in Scaling Transformer-based Recommenders cites this paper.

The Pitfall of Scaling Up: Uncovering and Mitigating Popularity Bias Amplification in Scaling Transformer-based Recommenders SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation

Reference 19

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation e71f1012-603c-446e-a3d2-7e2464ba252e · inbound

SpecFormer: Mitigating Embedding and Attention Collapse via Spectral-Aware Transformer for Recommendation cites this paper.

SpecFormer: Mitigating Embedding and Attention Collapse via Spectral-Aware Transformer for Recommendation SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation

Reference 32

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T23:20:19.529867Z digest=sha256:5462f1c4ee79a2c879cec648928202edf4272f611bf74160e957d7c5c9a2bb64

Observation 1e995d6b-6e38-48e3-9e3b-f5fd0cc7df36 · inbound

SpecFormer: Mitigating Embedding and Attention Collapse via Spectral-Aware Transformer for Recommendation cites this paper.

SpecFormer: Mitigating Embedding and Attention Collapse via Spectral-Aware Transformer for Recommendation SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation

Reference 32

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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