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Paper Citation Record · LEDGER

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective

As of 17 August 2026, this Paper Citation Record lists 100 of 172 outbound references and 0 inbound Pith citation observations for arXiv:2505.12279.

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

pith.paper-citation-record.v1
2505.12279 v1

Coverage vector

measured 100 of 172 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:39:58.253627Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

100 of 172 outbound references displayed

  • verified exact1
  • verified fuzzy6
  • unresolved93
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5ea23dfe-3015-4e74-a2cb-a4eee45ec0eb · outbound

This paper cites Deep learning based recom- mender system: A survey and new perspectives,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Deep learning based recom- mender system: A survey and new perspectives,

Reference 1

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Observation ac9d6bd5-833b-43dd-ba8c-89ff6816ed47 · outbound

This paper cites Neural attentive session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Neural attentive session-based recommendation,

Reference 2

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Observation 71aca164-a15c-4544-ab91-7a8f92e3d9dc · outbound

This paper cites Session-based recommendations with recurrent neural networks,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Session-based recommendations with recurrent neural networks,

Reference 3

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Observation c465f7ec-7142-4f66-8ec1-8526653626e7 · outbound

This paper cites A survey on session-based recommender systems,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective A survey on session-based recommender systems,

Reference 4

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Observation dc97153f-8464-4fe2-87c6-09221b4d8d07 · outbound

This paper cites Self-supervised hypergraph convolutional networks for session-based recommenda- tion,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Self-supervised hypergraph convolutional networks for session-based recommenda- tion,

Reference 5

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Observation 44ae70ed-c216-4399-9098-7842ab00375c · outbound

This paper cites LOAM: improving long-tail session-based recommendation via niche walk augmentation and tail session mixup,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective LOAM: improving long-tail session-based recommendation via niche walk augmentation and tail session mixup,

Reference 6

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Observation e1759293-e8db-46e2-b42a-ac4f7d110ce7 · outbound

This paper cites Beyond co- occurrence: Multi-modal session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Beyond co- occurrence: Multi-modal session-based recommendation,

Reference 7

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Observation d62a8bb5-1c3a-4dce-9515-b9edd3ecb0c7 · outbound

This paper cites Disentangling ID and modality effects for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Disentangling ID and modality effects for session-based recommendation,

Reference 8

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Observation b9b764bd-5bf4-4674-9c09-c1e357716fa6 · outbound

This paper cites Parallel recurrent neural network architectures for feature-rich session-based recommendations,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Parallel recurrent neural network architectures for feature-rich session-based recommendations,

Reference 9

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Observation ea525022-b854-45ff-91aa-085db72ee15a · outbound

This paper cites Keywords generation improves e-commerce session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Keywords generation improves e-commerce session-based recommendation,

Reference 10

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Observation b212ea05-4662-45a5-91ad-e447f3adffc1 · outbound

This paper cites Towards universal sequence representation learning for recommender systems,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Towards universal sequence representation learning for recommender systems,

Reference 11

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Observation e3778245-4e15-4b0b-9abe-66723d4c8747 · outbound

This paper cites Price DOES matter!: Modeling price and interest preferences in session- based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Price DOES matter!: Modeling price and interest preferences in session- based recommendation,

Reference 12

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Observation 73278236-5432-4f12-bfe9-2930ce388f1b · outbound

This paper cites Bi-preference learning heterogeneous hypergraph networks for session-based recom- mendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Bi-preference learning heterogeneous hypergraph networks for session-based recom- mendation,

Reference 13

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Observation 90945cdd-ce34-41b9-8150-0709d253eea5 · outbound

This paper cites Incorporating user micro-behaviors and item knowledge into multi-task learning for session-based recom- mendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Incorporating user micro-behaviors and item knowledge into multi-task learning for session-based recom- mendation,

Reference 14

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Observation a2c38756-d520-4be7-af2c-42cf404a3653 · outbound

This paper cites Micro-behavior encoding for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Micro-behavior encoding for session-based recommendation,

Reference 15

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Observation 08fb94f2-ba81-4d70-9400-8142cd84fe3f · outbound

This paper cites Se- quential recommender systems: Challenges, progress and prospects,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Se- quential recommender systems: Challenges, progress and prospects,

Reference 16

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Observation 83b5f808-14c7-46a0-9708-971ede6d59d7 · outbound

This paper cites Deep learning for sequen- tial recommendation: Algorithms, influential factors, and evaluations,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Deep learning for sequen- tial recommendation: Algorithms, influential factors, and evaluations,

Reference 17

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Observation d9aa25c2-5f3e-4548-bccc-5432f6f77a71 · outbound

This paper cites Multimodal recommender systems: A survey,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Multimodal recommender systems: A survey,

Reference 18

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Observation 8806f831-3ea8-4597-934d-11516148cf25 · outbound

This paper cites Research commentary on recommendations with side information: A survey and research directions,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Research commentary on recommendations with side information: A survey and research directions,

Reference 19

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Observation 7fcd251c-bd3e-452e-86b1-e3aa393f3a8e · outbound

This paper cites Empirical analysis of session-based recommendation algorithms,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Empirical analysis of session-based recommendation algorithms,

Reference 20

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Observation 7584c21a-76ad-49f2-8427-7f2b97b12592 · outbound

This paper cites Graph and sequential neural networks in session-based recommendation: A survey,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Graph and sequential neural networks in session-based recommendation: A survey,

Reference 21

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Observation f5f465cc-4ffe-460b-8ba9-990f5c9261ad · outbound

This paper cites Improving Session Recommendation with Recurrent Neural Networks by Exploiting Dwell Time.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Improving Session Recommendation with Recurrent Neural Networks by Exploiting Dwell Time

Reference 22

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Source-reported events for the cited work

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Observation 59c20e3f-fcfa-4581-9df3-3e22f81da5bb · outbound

This paper cites Dynamic intent-aware iterative denoising network for session-based recommen- dation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Dynamic intent-aware iterative denoising network for session-based recommen- dation,

Reference 23

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Observation 63c93e32-3f77-4678-9f97-2f1a3b37a891 · outbound

This paper cites Dual part-pooling attentive networks for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Dual part-pooling attentive networks for session-based recommendation,

Reference 24

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Observation e7227d10-d504-412b-95af-57fc1e97e217 · outbound

This paper cites Time-sensitive col- laborative interest aware model for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Time-sensitive col- laborative interest aware model for session-based recommendation,

Reference 25

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Observation d85ba9c8-6d22-4d52-b62c-3de495462c84 · outbound

This paper cites Category-aware collaborative sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Category-aware collaborative sequential recommendation,

Reference 26

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Observation 9274cb16-ed04-40eb-ad7a-5cdaf9ddb5c8 · outbound

This paper cites Sequential recommendation with decomposed item feature routing,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Sequential recommendation with decomposed item feature routing,

Reference 27

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Observation be4b8913-2cb0-43b3-932e-bb427f89b519 · outbound

This paper cites Recurrent neural networks with top-k gains for session-based recommendations,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Recurrent neural networks with top-k gains for session-based recommendations,

Reference 28

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Observation 6cc38067-d479-4409-be08-c46e8e53be8b · outbound

This paper cites Attention- based transactional context embedding for next-item recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Attention- based transactional context embedding for next-item recommendation,

Reference 29

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Observation 7961ff0c-c542-40a9-b508-05be7c27efd6 · outbound

This paper cites Self-attentive sequential recommenda- tion,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Self-attentive sequential recommenda- tion,

Reference 30

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Observation 1d6af615-6e98-4f6f-8dbd-367927eb2a28 · outbound

This paper cites Bert4rec: Sequential recommendation with bidirectional encoder representations from transformer,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Bert4rec: Sequential recommendation with bidirectional encoder representations from transformer,

Reference 31

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Observation 01d8be86-db73-48b8-8f0c-f4f9a89a457f · outbound

This paper cites Session-based recommendation with graph neural networks,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Session-based recommendation with graph neural networks,

Reference 32

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Observation 970cdcda-f04e-49f3-82a1-2ee7d88ea1df · outbound

This paper cites A review-driven neural model for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective A review-driven neural model for sequential recommendation,

Reference 33

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Observation 23330675-2330-4516-9f73-a926e78dbc05 · outbound

This paper cites Global context enhanced graph neural networks for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Global context enhanced graph neural networks for session-based recommendation,

Reference 34

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Observation d2e35831-bb48-4818-8d96-eca39120de24 · outbound

This paper cites Star graph neural networks for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Star graph neural networks for session-based recommendation,

Reference 35

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Observation 942755cd-372e-4fd4-8bca-8103c02f1875 · outbound

This paper cites Future data helps training: Modeling future contexts for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Future data helps training: Modeling future contexts for session-based recommendation,

Reference 36

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Observation 0da7b82b-b467-494f-a2a2-982f4150f3c9 · outbound

This paper cites Gsl4rec: Session-based recom- mendations with collective graph structure learning and next interaction prediction,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Gsl4rec: Session-based recom- mendations with collective graph structure learning and next interaction prediction,

Reference 37

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source=pdf_text observed=2026-08-15T20:39:57.998698Z digest=sha256:67429595c813cc863ccebe4672a32cc6b6805adc194dc277296b71ea89d31609

Observation c3020e85-139f-44c1-aa23-4854b78657e9 · outbound

This paper cites On the effectiveness of unlearning in session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective On the effectiveness of unlearning in session-based recommendation,

Reference 38

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source=pdf_text observed=2026-08-15T20:39:58.003152Z digest=sha256:a0811df6dfd8cf716dcc4574d946b7024b7f36ee196055723ba7a4b6afa174e4

Observation b2430903-743b-4ea6-a317-db879a3615ff · outbound

This paper cites Modeling user fatigue for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Modeling user fatigue for sequential recommendation,

Reference 39

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source=pdf_text observed=2026-08-15T20:39:58.007613Z digest=sha256:1300f8a4b87325c8eb95abd80126bc75d5b7a0c6896375cc5f98dfd678ea861a

Observation 039a425f-ca68-4ab1-bdb8-b2e1f54714a0 · outbound

This paper cites Finerec: Exploring fine-grained sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Finerec: Exploring fine-grained sequential recommendation,

Reference 40

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source=pdf_text observed=2026-08-15T20:39:58.011686Z digest=sha256:8c745f9b2f64cdc98416436e947d6db76acbcd4cd79fd0eba07968d2494bda02

Observation f0d802d3-6bca-4b36-bc17-43469c2a05fa · outbound

This paper cites Dual contrastive learning for efficient static feature representation in sequential recommendations,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Dual contrastive learning for efficient static feature representation in sequential recommendations,

Reference 41

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source=pdf_text observed=2026-08-15T20:39:58.015778Z digest=sha256:8b289a19fb7df0e2dbc423b2826e276daafad0151239562c9468ee16885579c2

Observation c1f1b7e6-b1d3-4a4c-9bb7-864400a243cf · outbound

This paper cites Dual-view whitening on pre-trained text embeddings for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Dual-view whitening on pre-trained text embeddings for sequential recommendation,

Reference 42

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source=pdf_text observed=2026-08-15T20:39:58.019729Z digest=sha256:699f14b4df6cac5ee39bdd79d543d3a284eddcf7ed2098c4cab4c4cea6a87ae4

Observation 71871d0f-0c8b-4658-8884-a94acd6973b6 · outbound

This paper cites Multi-intent-aware session- based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Multi-intent-aware session- based recommendation,

Reference 43

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source=pdf_text observed=2026-08-15T20:39:58.024427Z digest=sha256:860bc9ac1b3d83067dd2ef80c3d0096f939a013ee5e2ab89452106a17723f9da

Observation d499ce10-d2a6-4996-a291-791672fc1098 · outbound

This paper cites Session-based recommen- dation with hypergraph attention networks,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Session-based recommen- dation with hypergraph attention networks,

Reference 44

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source=pdf_text observed=2026-08-15T20:39:58.029428Z digest=sha256:9b0aa6672da4a0423ad51ab9165b11953e3395bb429c8514268b00be5f2ee3fd

Observation d1e6dd9e-0911-490b-8756-22a69aa3d232 · outbound

This paper cites Contrastive learning for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Contrastive learning for sequential recommendation,

Reference 45

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source=pdf_text observed=2026-08-15T20:39:58.033559Z digest=sha256:acf837cba9d3c716fd39d5110d70f743a150979798766d8610ba69f867798637

Observation f4c6f51d-d1a7-431e-ab60-3b6d670cbbfe · outbound

This paper cites Diffurec: A diffusion model for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Diffurec: A diffusion model for sequential recommendation,

Reference 46

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source=pdf_text observed=2026-08-15T20:39:58.038377Z digest=sha256:70afd29336cdf0f488d2820d760b4286b18fcb26f494fdbfdeecc274d5ea17ae

Observation 738a898a-a967-4a97-bde1-5d277cb2f9c6 · outbound

This paper cites A self-correcting sequential recommender,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective A self-correcting sequential recommender,

Reference 47

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source=pdf_text observed=2026-08-15T20:39:58.042256Z digest=sha256:b78a5f562b2c0b7cb8f9cdeb5efdc9a48a891e35e7c192c1d5b46cb9f27c3524

Observation 2a8538a4-ffa2-493c-a28a-943a66dd7bfc · outbound

This paper cites Graph-enhanced multi-task learning of multi-level transition dynamics for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Graph-enhanced multi-task learning of multi-level transition dynamics for session-based recommendation,

Reference 48

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source=pdf_text observed=2026-08-15T20:39:58.046148Z digest=sha256:861ffc8615ec63b3518cb0cb1bac25ffe64f8c278e6e042cbe49d5d390df25e5

Observation d1b7a9bc-e5d6-4084-af07-5124c72396e0 · outbound

This paper cites A dynamic co-attention network for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective A dynamic co-attention network for session-based recommendation,

Reference 49

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source=pdf_text observed=2026-08-15T20:39:58.050246Z digest=sha256:54e5e5878abd9f0a85b3211122c1529cfcb9c1a88a3698bcb3ec3442831c4b4e

Observation 02a706a6-e4b6-4b6d-bffe-8100930236ad · outbound

This paper cites Graph contextualized self-attention network for session- based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Graph contextualized self-attention network for session- based recommendation,

Reference 50

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source=pdf_text observed=2026-08-15T20:39:58.054237Z digest=sha256:92416be9340e8bf38721d16d63c67cb4d911af03ec0bda03b1db56c5dbf0c7f5

Observation d63048ac-facd-4454-bf66-5091f7f49c79 · outbound

This paper cites Multi-modal mixture of experts represetation learning for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Multi-modal mixture of experts represetation learning for sequential recommendation,

Reference 51

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source=pdf_text observed=2026-08-15T20:39:58.058649Z digest=sha256:66ec609850876d9a8f06a462f60161acd4e1d105ab4c5f50e8477d4a1ff5e988

Observation 52ed92d1-bab6-46da-8bf8-dc053de35c8e · outbound

This paper cites A generic reinforced explainable framework with knowledge graph for session- based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective A generic reinforced explainable framework with knowledge graph for session- based recommendation,

Reference 52

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source=pdf_text observed=2026-08-15T20:39:58.062219Z digest=sha256:fa51a1d1f9292987d1b222cb3faa7ce88b30a4cfeec79da5c6bcce6e45a68297

Observation d61b2f49-df4d-4ebc-9e2d-2f26b48f50ff · outbound

This paper cites Knowledge-enhanced multi-view graph neural networks for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Knowledge-enhanced multi-view graph neural networks for session-based recommendation,

Reference 53

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source=pdf_text observed=2026-08-15T20:39:58.066254Z digest=sha256:31366bfe47dad102df1d45766b97b6b21b8baeea55acfa9297c901e63a8af7f1

Observation 8a25b98f-8f4c-442d-9275-c8a8ebb69f16 · outbound

This paper cites Attribute-enhanced dual channel representation learning for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Attribute-enhanced dual channel representation learning for session-based recommendation,

Reference 54

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source=pdf_text observed=2026-08-15T20:39:58.070146Z digest=sha256:611c6062c077b26fb8cb8a0a1e1e27653c4ce276cae7bbc4e6e058bec4faa8e2

Observation 1efedf52-e59b-427f-84ea-ff1caa870605 · outbound

This paper cites CBML: A cluster-based meta-learning model for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective CBML: A cluster-based meta-learning model for session-based recommendation,

Reference 55

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source=pdf_text observed=2026-08-15T20:39:58.074362Z digest=sha256:820adbbd433d8bbf8a836712b73d291d91811cfaeda05b3755f13c7a9aa19bf0

Observation 735bf5e4-fd2c-402c-ad62-da7ec0430775 · outbound

This paper cites An attribute- driven mirror graph network for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective An attribute- driven mirror graph network for session-based recommendation,

Reference 56

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source=pdf_text observed=2026-08-15T20:39:58.078523Z digest=sha256:8410c685e9d95f23e9d4bca4edbe383dff3f915ab3a1575807ad571e70bf3b37

Observation fcebd7df-d164-403b-bb62-f329421859c4 · outbound

This paper cites Enhancing user intent capture in session-based recommendation with attribute patterns,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Enhancing user intent capture in session-based recommendation with attribute patterns,

Reference 57

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source=pdf_text observed=2026-08-15T20:39:58.082415Z digest=sha256:a890f9a3e7e1e798eb922671bd250530012359aa1d736fa566bea83d0fed580a

Observation ad39d9e7-e603-4542-b6f8-d257c95e3402 · outbound

This paper cites Personalized top-n sequential recommendation via convolutional sequence embedding,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Personalized top-n sequential recommendation via convolutional sequence embedding,

Reference 58

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source=pdf_text observed=2026-08-15T20:39:58.086150Z digest=sha256:1b267545610ca1d115aa1b1b3a8066b00cd75b69f2bc2c635c6d2ca371218dba

Observation dae05687-9d79-4f3e-accf-da9b16389f6d · outbound

This paper cites Geography-aware sequential location recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Geography-aware sequential location recommendation,

Reference 59

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:39:58.090754Z digest=sha256:72693e387ee04dbbd66ecca58d2e26667b5d4b5f89f71b4e2f754d62221606c3

Observation 9146d189-38b5-4841-b12e-45f3b67da63f · outbound

This paper cites Spatial-temporal interval aware sequential POI recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Spatial-temporal interval aware sequential POI recommendation,

Reference 60

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source=pdf_text observed=2026-08-15T20:39:58.094417Z digest=sha256:988928a76a5391d3a1ec768fefdc97bd47a0668c468498d081da759f710fb8ad

Observation 70439f30-d919-4302-8600-22341bf1c29d · outbound

This paper cites Disenpoi: Disentangling sequential and geographical influence for point-of-interest recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Disenpoi: Disentangling sequential and geographical influence for point-of-interest recommendation,

Reference 61

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source=pdf_text observed=2026-08-15T20:39:58.098690Z digest=sha256:336e6c490650f12985a592286d0ddf8b5fd2d98ddc0160f47e692619c0e84b25

Observation abb0758c-7d6e-4c66-a3b3-7745d98e68dd · outbound

This paper cites Item recommendation on monotonic behavior chains,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Item recommendation on monotonic behavior chains,

Reference 62

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source=pdf_text observed=2026-08-15T20:39:58.102812Z digest=sha256:b543ff3d293049d3544e5ead38f5847a7da6f48f5fd1e128f70838f2c45022ba

Observation 2cbf8d25-eae5-4b9d-9a15-9831a399c982 · outbound

This paper cites Enhancing sequential recommendation with graph contrastive learn- ing,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Enhancing sequential recommendation with graph contrastive learn- ing,

Reference 63

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source=pdf_text observed=2026-08-15T20:39:58.106775Z digest=sha256:97cfd91297c5b6464e05e23485363407b1416cd46a0aa09eecbf9b22cf6e8e81

Observation 262c8091-9845-4e87-a78b-cb59e01fd1eb · outbound

This paper cites Memory augmented graph neural networks for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Memory augmented graph neural networks for sequential recommendation,

Reference 64

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:39:58.110859Z digest=sha256:fbba40e9b2567d1f87b826ed21058899f156c28d5bdb95f6516cc183a5bb252c

Observation 926d3365-91b5-4795-a02c-4259154c7b09 · outbound

This paper cites Hyperbolic hypergraphs for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Hyperbolic hypergraphs for sequential recommendation,

Reference 65

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source=pdf_text observed=2026-08-15T20:39:58.114682Z digest=sha256:5d98e57d29adb9f5c5976807be71e2aa68b7580296409a6247e712b83c2df49c

Observation 584884ab-6fed-4e68-9e15-18073285465f · outbound

This paper cites The world is binary: Contrastive learning for denoising next basket recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective The world is binary: Contrastive learning for denoising next basket recommendation,

Reference 66

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source=pdf_text observed=2026-08-15T20:39:58.118448Z digest=sha256:f75cffdac55d419a0532c5eb621bf5bbdd502f48b051252cb1c5f4d911cd966d

Observation 017fd0b4-9ce9-4384-a394-cba4c83c835e · outbound

This paper cites Taxonomy-aware multi-hop reasoning networks for sequential recom- mendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Taxonomy-aware multi-hop reasoning networks for sequential recom- mendation,

Reference 67

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source=pdf_text observed=2026-08-15T20:39:58.122462Z digest=sha256:4315180b0876d397c7813982374b66393b0c4c258d47bfb9781cf950654c2cf6

Observation 8cbac35a-680e-4367-a520-b02ed8db9a76 · outbound

This paper cites S3-rec: Self-supervised learning for sequential recom- mendation with mutual information maximization,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective S3-rec: Self-supervised learning for sequential recom- mendation with mutual information maximization,

Reference 68

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source=pdf_text observed=2026-08-15T20:39:58.126264Z digest=sha256:dff6b460c7f77d68afc1e54e0652209caf5aefa0ce1889d1ea1c462b8cdc7da9

Observation 633fdebf-b9aa-4195-822c-4b3d879771a7 · outbound

This paper cites Im- proving sequential recommendation with knowledge-enhanced memory networks,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Im- proving sequential recommendation with knowledge-enhanced memory networks,

Reference 69

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source=pdf_text observed=2026-08-15T20:39:58.130143Z digest=sha256:d79f7e9793bf7b087a1e12d635c56f6f5d58fa6d8d3416b370c955eb4f716317

Observation 02be68ff-2122-49ff-8b86-674b94244bbe · outbound

This paper cites KERL: A knowledge-guided reinforcement learning model for sequential rec- ommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective KERL: A knowledge-guided reinforcement learning model for sequential rec- ommendation,

Reference 70

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source=pdf_text observed=2026-08-15T20:39:58.134590Z digest=sha256:772cbfd0be1fd59a16e31b0da51fd17d463ab13d78040703ec884204ffb5f346

Observation 2c402aba-f03d-44b9-b2a8-50d5cd98f3ed · outbound

This paper cites Time matters: Sequential recommendation with complex temporal information,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Time matters: Sequential recommendation with complex temporal information,

Reference 71

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source=pdf_text observed=2026-08-15T20:39:58.138438Z digest=sha256:832f27a57c34a0d6343e0dbcfae03785af698d8720f342072c9a48b7e5f222c3

Observation c41e4a83-4c91-47ed-8533-644ea24af41a · outbound

This paper cites Noninvasive self-attention for side information fusion in sequential recommenda- tion,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Noninvasive self-attention for side information fusion in sequential recommenda- tion,

Reference 72

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source=pdf_text observed=2026-08-15T20:39:58.142537Z digest=sha256:f5dd829b210abfd0b1765ffc1ee3e91256cbccfe76674308fa46ff5c0c942058

Observation 45299ef8-dcee-403e-a4ec-184cade85fa2 · outbound

This paper cites Knowledge graph-based behavior de- noising and preference learning for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Knowledge graph-based behavior de- noising and preference learning for sequential recommendation,

Reference 73

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source=pdf_text observed=2026-08-15T20:39:58.146469Z digest=sha256:d57f2779b8be9390fd022688ed3a0958c9dad5e1bfd08d26fc95f7bc93a693b4

Observation 871e63e6-1907-46e7-9416-4bed76e5181d · outbound

This paper cites Learning dual-view user representations for enhanced sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Learning dual-view user representations for enhanced sequential recommendation,

Reference 74

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source=pdf_text observed=2026-08-15T20:39:58.150553Z digest=sha256:57b814f766a8a8aab5b75d729d8445254ccdf5038431aa14c884584e95365a3a

Observation 0300a13b-81e4-477d-b0e0-28f0b00a231e · outbound

This paper cites IISAN: efficiently adapting multimodal representation for sequential recommendation with decoupled PEFT,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective IISAN: efficiently adapting multimodal representation for sequential recommendation with decoupled PEFT,

Reference 75

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:39:58.154792Z digest=sha256:e5b06293d16bb9c315030af210aa188b8a3aff633c168bd8ba568db3fe1c51b9

Observation 152f2bbf-0652-44cf-9568-058615189875 · outbound

This paper cites Multi- modality is all you need for transferable recommender systems,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Multi- modality is all you need for transferable recommender systems,

Reference 76

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source=pdf_text observed=2026-08-15T20:39:58.158413Z digest=sha256:759a4afdf4990c51fd07c50b0b504b8c44321d115ece15a2876e4476e80f5899

Observation 2507722c-b65b-4ece-a9df-682fd3748331 · outbound

This paper cites Sequence and time aware neighborhood for session-based recommendations: STAN,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Sequence and time aware neighborhood for session-based recommendations: STAN,

Reference 77

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source=pdf_text observed=2026-08-15T20:39:58.162319Z digest=sha256:0478804cea405f8fcac12f39d115c03a6c89ece1dcf8e2b4c287bd1dee423492

Observation d7f7c103-f4e1-4381-a2a3-399c4583e76c · outbound

This paper cites NISER: Normalized Item and Session Representations to Handle Popularity Bias.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective NISER: Normalized Item and Session Representations to Handle Popularity Bias

Reference 78

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source=pdf_text observed=2026-08-15T20:39:58.166221Z digest=sha256:d55471b1a2b25401854e1ebbe9f08fd098e4204d43da412a8cfb4962a2bd7e82

Observation 8aa500dc-9f8c-4e61-b6e8-7764e3e837e9 · outbound

This paper cites Multi-behavior hypergraph-enhanced transformer for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Multi-behavior hypergraph-enhanced transformer for sequential recommendation,

Reference 79

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source=pdf_text observed=2026-08-15T20:39:58.170122Z digest=sha256:315e28a711bb321e65ca01450459def301cf098f3341aaa82e6ea9fbb16ffe3c

Observation 53a24e6e-7dae-4dac-889e-6065127c2bc2 · outbound

This paper cites Time interval aware self-attention for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Time interval aware self-attention for sequential recommendation,

Reference 80

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source=pdf_text observed=2026-08-15T20:39:58.174140Z digest=sha256:11940f2f8025ac321163907dcb18e65c1866c8753ac19020c8c7d2c24e4363cb

Observation 7e5b35b0-9506-4cb2-8ba5-f6bf0c72a994 · outbound

This paper cites Cold-start sequential recommen- dation via meta learner,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Cold-start sequential recommen- dation via meta learner,

Reference 81

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source=pdf_text observed=2026-08-15T20:39:58.178100Z digest=sha256:c52e7d551a4fe37412d9a1c7c45a75f4ffab290be638e611ccfa5f71d35e1f39

Observation 32088898-8d74-42c4-8420-6ebf690c8f51 · outbound

This paper cites Exploiting session information in bert- based session-aware sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Exploiting session information in bert- based session-aware sequential recommendation,

Reference 82

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source=pdf_text observed=2026-08-15T20:39:58.182306Z digest=sha256:3ce65a95bbf7133b0b5e0bcb22d204fce5f8fb1ee9d6cce7a5597e18ad921f91

Observation a5d9c941-9754-4f3a-b5e1-58fdb9fd6108 · outbound

This paper cites Adaptive disentangled transformer for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Adaptive disentangled transformer for sequential recommendation,

Reference 83

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source=pdf_text observed=2026-08-15T20:39:58.186337Z digest=sha256:fc04d96a28d2868afa6880997ffbe66c46a2e770695e7a97a309d34f2491bfbd

Observation 03bf0d37-a5ad-4a2b-9b1f-9bb6c4dca201 · outbound

This paper cites Joint optimization of tree-based index and deep model for recommender systems,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Joint optimization of tree-based index and deep model for recommender systems,

Reference 84

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source=pdf_text observed=2026-08-15T20:39:58.190166Z digest=sha256:405e8a3b8bfde36472f1e1f5b7d62e534b2313ec6ef098adb80b02d10fed2762

Observation 0f4fd796-0f92-40a0-ae30-77715f555682 · outbound

This paper cites Efficient noise-decoupling for multi-behavior sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Efficient noise-decoupling for multi-behavior sequential recommendation,

Reference 85

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source=pdf_text observed=2026-08-15T20:39:58.194106Z digest=sha256:44f91a29d2bb1746cd50e450bdf226d6779dddb9ee319181d8c47b16c3d359dd

Observation 71157ab0-a45f-4e8a-821c-78de5ae89cca · outbound

This paper cites In- corporating link prediction into multi-relational item graph modeling for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective In- corporating link prediction into multi-relational item graph modeling for session-based recommendation,

Reference 86

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source=pdf_text observed=2026-08-15T20:39:58.198167Z digest=sha256:b0a89cee90717b4127520456d1b3f9af41ce7cb12e5f73f71275c1a0dcb0bbf0

Observation cc9f8ce8-01db-4c22-a8de-707f53973145 · outbound

This paper cites Multi-behavior sequential transformer recommender,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Multi-behavior sequential transformer recommender,

Reference 87

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source=pdf_text observed=2026-08-15T20:39:58.202049Z digest=sha256:786b6e04b9d31e7d8ff8b53675dbca3ab73221d7679eb74fb38436a40709b9a3

Observation a60107f7-69ca-48d2-a42d-cd79894c8eac · outbound

This paper cites CORE: simple and effective session-based recommendation within consistent representation space,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective CORE: simple and effective session-based recommendation within consistent representation space,

Reference 88

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source=pdf_text observed=2026-08-15T20:39:58.206077Z digest=sha256:deb424931dabb62f13e52b02e195914862c5f864e344e1874a768b038a847f68

Observation f13e0388-07f3-4e65-960a-bb4aa2513440 · outbound

This paper cites Multi-faceted global item relation learning for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Multi-faceted global item relation learning for session-based recommendation,

Reference 89

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source=pdf_text observed=2026-08-15T20:39:58.210219Z digest=sha256:fcd93a09adf804ff19d0e67513f6749bc6a88617f1989b50f0af8978ca707311

Observation 1e7606c3-3c1b-4b83-a3e4-59eb1261ba9d · outbound

This paper cites Filter-enhanced MLP is all you need for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Filter-enhanced MLP is all you need for sequential recommendation,

Reference 90

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source=pdf_text observed=2026-08-15T20:39:58.214488Z digest=sha256:ee9075e9fdd82ccfa2a0148ee2a1af89286e9b43dd3ad4c612fc84585cdeaf8a

Observation f1417e65-7357-403b-9caa-884b4de93c2d · outbound

This paper cites Bi-channel multiple sparse graph attention networks for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Bi-channel multiple sparse graph attention networks for session-based recommendation,

Reference 91

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source=pdf_text observed=2026-08-15T20:39:58.218834Z digest=sha256:85fa38db0633de821cb42680e570324c10868dd32f21a68e1fad77532fa21287

Observation aa67ee8c-ca92-4deb-844d-eefca9f2919b · outbound

This paper cites D ´ej`a vu: A contextualized temporal attention mechanism for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective D ´ej`a vu: A contextualized temporal attention mechanism for sequential recommendation,

Reference 92

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source=pdf_text observed=2026-08-15T20:39:58.223009Z digest=sha256:4e510c04fff0d04ce1118cbd81771169d574117299e707eb9bdb2f67f5917f5c

Observation 53a1d59c-348c-43e5-8788-10784fc0e5df · outbound

This paper cites Fair-srs: A fair session- based recommendation system,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Fair-srs: A fair session- based recommendation system,

Reference 93

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source=pdf_text observed=2026-08-15T20:39:58.227149Z digest=sha256:b5b24fc809c0c52a7554b3697a409e51abb8cee23debf17d467eb8a9be6e9402

Observation bc546a72-5743-47d5-9df0-9763483f2c82 · outbound

This paper cites Heterogeneous global graph neural networks for personalized session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Heterogeneous global graph neural networks for personalized session-based recommendation,

Reference 94

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source=pdf_text observed=2026-08-15T20:39:58.231304Z digest=sha256:7906fd9a889972f669bd765d2adcfd5df6e504f06f32346fd627017caae043a0

Observation 3bb64c7e-0af3-4d6e-a9a4-09260f53855b · outbound

This paper cites Personalized graph neural networks with attention mechanism for session-aware recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Personalized graph neural networks with attention mechanism for session-aware recommendation,

Reference 95

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:39:58.235483Z digest=sha256:0697843c4036ea47092ec79e983b5a9c5d7d60b0c1a789fb2c037cf1013cdc4a

Observation a9cf0f7a-ce5b-451b-8450-3185ade479aa · outbound

This paper cites Temporal contrastive pre-training for sequential recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Temporal contrastive pre-training for sequential recommendation,

Reference 96

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:39:58.239932Z digest=sha256:6ad8f075fac9ef819f74e3fbdf2334fca2a24b7fa23d15a50b694073dfb43f44

Observation fa500ae3-30cf-4e54-87c7-248c0391d932 · outbound

This paper cites Text matching improves sequential recommendation by reducing popularity biases,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Text matching improves sequential recommendation by reducing popularity biases,

Reference 97

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:39:58.243129Z digest=sha256:b3352e6b1aec05df3270b02f59dfbad60ad9124bb8f7557fc469d4afc251d95d

Observation 5aa5f660-98d7-4795-a696-f0397f20065f · outbound

This paper cites To copy, or not to copy; that is a critical issue of the output softmax layer in neural sequential recommenders,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective To copy, or not to copy; that is a critical issue of the output softmax layer in neural sequential recommenders,

Reference 98

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raw_fallback, observed 2026-08-15T20:39:59.645084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:39:58.246308Z digest=sha256:89d201663de6f722ada4b31f5061efb11debc2e30089096a960f6060741374e9

Observation f62181b7-dc8c-4870-bdd2-b554d5747812 · outbound

This paper cites Repeatnet: A repeat aware neural recommendation machine for session-based recommendation,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Repeatnet: A repeat aware neural recommendation machine for session-based recommendation,

Reference 99

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:39:58.249823Z digest=sha256:3837020b0b5c29b256dc748e5e6e98c6c00a7201cb7ed411ef3b3d92054d81f9

Observation 46406d57-b0f6-4cfc-a230-3af673fc9b7e · outbound

This paper cites S-walk: Accurate and scalable session-based recommendation with random walks,.

A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective S-walk: Accurate and scalable session-based recommendation with random walks,

Reference 100

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verified fuzzy
raw_fallback, observed 2026-08-15T20:39:59.620423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:39:58.253627Z digest=sha256:1a9427c0874b1adacea4ff53b851eeaa1adf808431c1889a771921c7c8185a1a

Pith citing papers

No inbound Pith citation observations are available.