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Paper Citation Record · LEDGER

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2505.19544.

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

pith.paper-citation-record.v1
2505.19544 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:16:35.209895Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

36 of 36 outbound references displayed

  • verified exact4
  • verified fuzzy1
  • unresolved30
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6c55bee0-aac2-4957-93a4-8dfb1a971eb0 · outbound

This paper cites Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion

Reference 1

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no resolver link, observed 2026-08-07T14:16:32.283349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:32.283349Z digest=sha256:d251148edaf8ed911377bc03c60f04a2b052fd76737bbdb1d4315278a382506e

Observation 3e47e6d0-928a-4940-830a-3f8c301c4d56 · outbound

This paper cites Deconstructing Denoising Diffusion Models for Self-Supervised Learning.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Deconstructing Denoising Diffusion Models for Self-Supervised Learning

Reference 2

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no resolver link, observed 2026-08-07T14:16:32.356385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:32.356385Z digest=sha256:f594f47b248fdb5d25958b4678f206a645fc5a1c9368c061d4e665183eb94075

Observation 2a26737e-61c9-45b3-94c5-0fbe11517b1f · outbound

This paper cites Sequential Recommendation with Diffusion Models.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Sequential Recommendation with Diffusion Models

Reference 3

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no resolver link, observed 2026-08-07T14:16:32.437285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:32.437285Z digest=sha256:500fc9ad71ba18212fa3cdfc87797598b1110adde38af8cc2211dd45e687706b

Observation 5ec84352-164c-42c1-b7f6-c85391d009ea · outbound

This paper cites Frequency Enhanced Hybrid Attention Network for Sequential Recommendation.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Frequency Enhanced Hybrid Attention Network for Sequential Recommendation

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:16:36.153851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:32.510297Z digest=sha256:11ab4597cc520f59416dcc4cba0ac9a1eee296af254e46d9ec3fc3f1218bffc5

Observation 9d3383cd-2f26-433b-99a8-545bee80a711 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-07T14:16:32.594120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:32.594120Z digest=sha256:2ca4fd4adc3801c5af13e60324323c0ed446dd08c36aa39b36d8e2f3c81276e8

Observation aa317539-df1e-43d1-b4f8-597efb453b8e · outbound

This paper cites Diffusion Models and Representation Learning: A Survey.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Diffusion Models and Representation Learning: A Survey

Reference 6

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no resolver link, observed 2026-08-07T14:16:32.688928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:32.688928Z digest=sha256:cce6adb1c1eda0eb06a74a6cb413ba675e83f5c82aa7095c6eeef280bf62e021

Observation bbced98f-838c-4c58-850d-df328776f4f0 · outbound

This paper cites Empowering Diffusion Models on the Embedding Space for Text Generation.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Empowering Diffusion Models on the Embedding Space for Text Generation

Reference 7

Resolution
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no resolver link, observed 2026-08-07T14:16:32.772864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:32.772864Z digest=sha256:f5081ebc06558fbc662e8d99966bb49ad38014acc4da7d8cc68b5fa792aeb32d

Observation 645af7c5-3042-4dfa-8376-beebab301aad · outbound

This paper cites Transformer Language Models without Positional Encodings Still Learn Positional Information.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Transformer Language Models without Positional Encodings Still Learn Positional Information

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:32.870058Z digest=sha256:bb8ab63f3a5096edf82427cc99119eaacd25badfe0753a83eedb27f08f5206d3

Observation 53b20f08-0e77-4c22-9e03-fb440a42a2a2 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-07T14:16:32.947123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:32.947123Z digest=sha256:5bc80a8d04d84b0ba925ab65db5eff0dcf78b423f0659a8ca6cdd3946a3e12f4

Observation a60e8268-3d1f-421a-aa15-30d5244c2cb0 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 10

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raw_fallback, observed 2026-08-07T14:16:38.177847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:33.100504Z digest=sha256:69e19f1b3e25ebbb90366245f87ba42b394ef692341514867f009545389c6d6b

Observation 875472ae-418c-4fd5-a4a5-21ef41a528e3 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 11

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raw_fallback, observed 2026-08-07T14:16:38.026723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:33.190779Z digest=sha256:c01ccc4b4801b5af30aae1b66ceba3d00c7843f8e734fe0afb58b3fb092dde2a

Observation 4bcca1be-8913-4771-a575-9a96a706f41f · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-07T14:16:33.284232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:33.284232Z digest=sha256:de3a1ed6f7fa320475a40d6a075fa648a4b58a4d94e04f40703a8f7b3bede6a6

Observation f2cd7f17-05cc-4b8d-9baf-93a23c54c0a9 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:16:37.870261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:33.352526Z digest=sha256:8d1caceec56098d7b2b72a1b5d37f1a3a045e7b2b5005d56b43c9e1d68c9c324

Observation a7bdcff6-ab88-429a-9928-0e948062e0ff · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 14

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unresolved
raw_fallback, observed 2026-08-07T14:16:37.698653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:33.439377Z digest=sha256:ea1102f6d41256be017d199a481000e37dda645e0b15216716fa0696cff87f83

Observation 5a88d57a-81a3-4419-bebe-efce82efecd5 · outbound

This paper cites DimeRec: A Unified Framework for Enhanced Sequential Recommendation via Generative Diffusion Models.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach DimeRec: A Unified Framework for Enhanced Sequential Recommendation via Generative Diffusion Models

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:16:35.551703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:33.521232Z digest=sha256:b21d2de7cb2ce6988fc29d47a974697a326c1aeb9f23ae3ffd1847ec42123f4b

Observation 2e9c52c1-725a-4a4c-af20-c21fef2f770d · outbound

This paper cites DiffuRec: A Diffusion Model for Sequential Recommendation.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach DiffuRec: A Diffusion Model for Sequential Recommendation

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:16:35.400441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:33.600166Z digest=sha256:146efb0d6acf3d34818d2119a306c833373a3c3dd4d8f25d29378d1ef4a528fc

Observation d695ec54-a3fa-475c-aa9c-bd94956cf239 · outbound

This paper cites A Survey on Diffusion Models for Recommender Systems.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach A Survey on Diffusion Models for Recommender Systems

Reference 17

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no resolver link, observed 2026-08-07T14:16:33.706521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:33.706521Z digest=sha256:2d457e61b6d50ad81c5dfac8e8fe920cc5bbaa9dae024ac5d5da82ea89b16ec8

Observation b9bea216-d1ba-4f74-8220-e9c9ba1a3295 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 18

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no resolver link, observed 2026-08-07T14:16:33.797667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:33.797667Z digest=sha256:b562df0f6811e50b22d54be1aecffa27788db8c73a6b38143b2442af6c79ecd5

Observation 91f120a1-4072-4ffe-a788-de305dea21d6 · outbound

This paper cites A Survey on Sequential Recommendation.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach A Survey on Sequential Recommendation

Reference 19

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no resolver link, observed 2026-08-07T14:16:33.881146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:33.881146Z digest=sha256:28ea68318c1a4ebecae0f433df4b1290fe2ff45a72a901bb6abbad78a1965b6f

Observation 285afdc6-c532-4d33-8ca6-57ef66bf0f04 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 20

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unresolved
raw_fallback, observed 2026-08-07T14:16:37.553169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:33.982864Z digest=sha256:f6af56375c9155343a826338115078dc03e429a6bd80bef0dc637792ac93207f

Observation b78920fb-fe11-4f1c-b1ca-cab423cda262 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Score-Based Generative Modeling through Stochastic Differential Equations

Reference 21

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no resolver link, observed 2026-08-07T14:16:34.059959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:34.059959Z digest=sha256:432954046ac1179388bf690c90c46f4c590311cc15afadc9e1b8c84136646131

Observation 1c9b8486-d4de-4d05-bc33-2d059e534a31 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 22

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no resolver link, observed 2026-08-07T14:16:34.140808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:34.140808Z digest=sha256:3d2c1edc263fa0f39e63c78b750081376f54acf843c7a2d58b8483173ef58cc2

Observation f1a6c33f-d1a1-4be6-b5f8-3cd024471ede · outbound

This paper cites EulerFormer: Sequential User Behavior Modeling with Complex Vector Attention.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach EulerFormer: Sequential User Behavior Modeling with Complex Vector Attention

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:16:35.887641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation a296b191-bd07-4771-8d0b-318215ed2829 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:34.397199Z digest=sha256:a8c01ac7342b49c50ec8f8e168ff4b4945069fa8eec9319fa5076e25834860a3

Observation 65249b75-b148-4477-a1b5-ca5037f336a7 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-07T14:16:34.494299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:34.494299Z digest=sha256:3a00a87e1ffdf0423095bd36d86d8a6f0d67eaebe4d1690732da1bb44bcfafee

Observation 8aca1fe2-eed2-4387-a7b2-d57d92fd64e0 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 26

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raw_fallback, observed 2026-08-07T14:16:37.361460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:34.565228Z digest=sha256:0b81e0c84e31a245b6549802da6f003377c4a085d983e6a58ba07af64b857966

Observation 90ef0ce6-65a7-48b1-acf1-029ab692ce02 · outbound

This paper cites Diffusion Recommender Model.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Diffusion Recommender Model

Reference 27

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no resolver link, observed 2026-08-07T14:16:34.741927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:34.741927Z digest=sha256:67c4f1ccc28140625c7b38d1eb9ad826b0492deda3a162a896bba8dc3ca1e6b4

Observation e148058a-2c08-488a-85da-2dd03838a144 · outbound

This paper cites Conditional Denoising Diffusion for Sequential Recommendation.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Conditional Denoising Diffusion for Sequential Recommendation

Reference 28

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no resolver link, observed 2026-08-07T14:16:34.799822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:34.799822Z digest=sha256:3a1d13220d426238f6639522f09f6f257cc7978e8c9b8439fe673231f132aff8

Observation 2cb904f8-be90-4d53-ba46-a738e94b875e · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 29

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unresolved
raw_fallback, observed 2026-08-07T14:16:37.131245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:34.665154Z digest=sha256:2718097cdc0671cc914c9c5e930599d60892a798d8cdc4fbc0dbd0a79533b6cd

Observation 94adb016-d9ab-4480-b016-da6b5aac01d3 · outbound

This paper cites Generate What You Prefer: Reshaping Sequential Recommendation via Guided Diffusion.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Generate What You Prefer: Reshaping Sequential Recommendation via Guided Diffusion

Reference 30

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unresolved
no resolver link, observed 2026-08-07T14:16:34.966436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:34.966436Z digest=sha256:a2b7eb7139db98d4550224518bceadf6fd7819b08bb14259b33b8876434faa37

Observation 75a8de7e-5a65-445c-acca-016911c790e0 · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:16:36.637939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:35.064000Z digest=sha256:2b376033542a7b49f64e994249e347ea6e21fd7e989ace5c3a356b990c8bb739

Observation 3ebc941c-3daa-4c39-b929-a16e1bdfba8d · outbound

This paper cites an unresolved cited work.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Unresolved cited work

Reference 32

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unresolved
raw_fallback, observed 2026-08-07T14:16:36.954887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:34.879655Z digest=sha256:57fc3a0f733be8dcc760dab4ffedaeda46e37cf3ba094806da1c52c4249051cd

Observation 809d37be-0c37-44ea-a076-08cdae1fcfb6 · outbound

This paper cites SASRec+ [ 13], an enhancement of SASRec, replaces the original binary cross-entropy loss with cross- entropy loss, significantly improving performance.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach SASRec+ [ 13], an enhancement of SASRec, replaces the original binary cross-entropy loss with cross- entropy loss, significantly improving performance

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:16:36.301712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:35.136933Z digest=sha256:4de9bdfca927d11b6e1b69ebdb833511606619f773090de45420edd3313a3980

Observation 545a5904-8f19-4fbe-a615-35990b6ce6a9 · outbound

This paper cites pseudo-patterns,.

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach pseudo-patterns,

Reference 36

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malformed identifier
raw_fallback, observed 2026-08-07T14:16:35.742665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T14:16:35.209895Z digest=sha256:c8be724f0902f360b9a4b16554cfc0bf24b6a14ef977d42d7c4856907ee4f5cc

Observation dec65b20-386f-4cd2-9504-29ae8690f365 · outbound

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

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Session-based Recommendations with Recurrent Neural Networks

Reference 2016

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unresolved
no resolver link, observed 2026-08-07T14:16:33.038230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:33.038230Z digest=sha256:057ce38edea62a6a903352c8150d0274938534023d0ed4f9e4fda44df6eb6280

Observation 403b4c3e-5b0c-4af6-872a-407b21f07612 · outbound

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

Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach InProceedings of the 28th ACM international conference on information and knowledge management

Reference 2019

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no resolver link, observed 2026-08-07T14:16:34.222406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:34.222406Z digest=sha256:fcfdccfe68034454b9e291157862af5533efcb91f0232c4c9512c51318c818da

Pith citing papers

No inbound Pith citation observations are available.