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Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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=sha256:010b16c179aa94437aee2179f13084712d939e6d4b8d0f44bb0d3498b8244890

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:ef388a6542b53ca61ef2d6bca024850663b1d2b043c51c74cd84fbafc0436ce9

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=sha256:7aaa8e748512ba83e735a9d769786007f8f87ef55f4d789266e13c50efb7e387

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:32.510297Z digest=sha256:74640c4ab3a416c09666b9301059ccff500d6320aa028b8ab211cb0c13e667dc

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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unresolved
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=sha256:436be6b6df3425b482e915eb8d9c8e957c3cb9714de0f255c823bfd10fc16b98

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:aa02c3a50ad109010f1bcbd892810198fe9fd56a22a02d10e682d69f0d062744

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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no resolver link, observed 2026-08-07T14:16:32.870058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:32.870058Z digest=sha256:ed027d96447770ae39df7d549fa56613e8a5fea7336beb51ea5dc435b955d735

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:33.100504Z digest=sha256:39d9d7b1c41e616b3659cbe0d07a14007640d45e13cb5e6eb32619085030d341

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:33.190779Z digest=sha256:33712edd67fcee4aafe89a58d1c14330337f940b63b9ecb169bdceeba1135b22

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:33.352526Z digest=sha256:699b72c6ea501f4a2f5e3e3742b4c71d4d0b2279705c51e8f480e2de036d2785

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

Resolution
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:33.439377Z digest=sha256:0921129de2dfedb25a44acfce6daaf913eaba0f85cf2a5e5f103afb0fb45b30a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:33.521232Z digest=sha256:e95333736e1a18368528ada9e052e77bc35659cb226d833b5b98c161ca889708

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:33.600166Z digest=sha256:c6072e98f107510c48025ea08480f132f093af862dbdb3d0e495f3fbeaa70b14

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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unresolved
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:f1f37b53189a06f23a598d6659a1b4e6a7f52d0759cacbe1d4cdc80c6f738907

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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unresolved
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=sha256:87271b910eb45ea4cce28b965f56cb045b2631e57b79105e862d8d3c8a6e5bc7

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

Resolution
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:33.982864Z digest=sha256:10027bb1062ff4997528f683fac5591c3d52a014587d10cbdd9f77bdcb8b25c8

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:34.316075Z digest=sha256:4168c38dd0fe8728f1794388a9de4c67b2bc6b66c75e68ccd4b53c2bba0796ac

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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no resolver link, observed 2026-08-07T14:16:34.397199Z

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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unresolved
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:34.565228Z digest=sha256:bf6b0486850f98671cb8cc6ab46bd481a74629e27f413e56edc2a7819866ac34

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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unresolved
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=sha256:283e438422a407c891536fef47ed1daf5671517fd5d24a3acea03458a873820d

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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unresolved
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:b47b67e57821108a337aaf67c58dff73956dc63ea2b06dd80e4e7a8906be630f

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

Resolution
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:34.665154Z digest=sha256:ec57a569481626558a3c9f827ae219ee08919d32199b5bc488bbf662967047e9

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=sha256:6eaa4807dd6d0949584976d5602230908733993ef14bec4562394cc2be6788aa

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:35.064000Z digest=sha256:59e8f73c1b7e6a4869bde8e4208efda117a851f4e6d03b52adbcb399d2e44384

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

Resolution
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:34.879655Z digest=sha256:194815fe11ab27032e55d6fc1bfc5620d3def9ed55d58f48afaaeaa89402f672

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:35.136933Z digest=sha256:999ba5f990963408376935f241a48cdade2f6e2ab37aa822a4d7c8850fb50239

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:16:35.209895Z digest=sha256:b1ac88415866d31fe3affef4b71dffdd8325fdf0ee6d58a16e088055031df7da

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=sha256:98c8ee97a3fdb6182a32bfd7db42ad87b709e04c5d8018107168ad3932aeb360

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.