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Paper Citation Record · LEDGER

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation

As of 18 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 3 inbound Pith citation observations for arXiv:2505.04445.

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

pith.paper-citation-record.v1
2505.04445 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:32:34.846471Z

measured 53 of 53 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-25T07:20:46.517218Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T07:26:42.207913Z

Reference resolution

50 of 50 outbound references displayed

  • verified exact2
  • verified fuzzy25
  • unresolved23
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2d7f7e54-4a8f-41fe-8899-2ea97e2fc4ae · outbound

This paper cites Sequential Recommender Systems: Challenges, Progress and Prospects.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Sequential Recommender Systems: Challenges, Progress and Prospects

Reference 1

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T23:32:34.615991Z digest=sha256:408be619ec2f1986a11e4d89e98c500a63f078532b8f9f61344f67c883b26e68

Observation 6658dbce-e0b7-4c22-bc53-276be2cfd2f8 · outbound

This paper cites A survey of sequential recommendation systems: Techniques, evaluation, and future directions,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation A survey of sequential recommendation systems: Techniques, evaluation, and future directions,

Reference 2

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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=2026-08-15T23:32:34.621399Z digest=sha256:9804cbb637d9717c5d8ee8884781cedc0a8ff3a942f5a4fa54552584222f0f88

Observation c0629b27-123a-4b9a-83f0-6e44aff2b631 · outbound

This paper cites Sequence-aware recom- mender systems,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Sequence-aware recom- mender systems,

Reference 3

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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=2026-08-15T23:32:34.626208Z digest=sha256:dc2add227e025096c21f25f842896457131e220c0004e33d363808e04c495e25

Observation c9db722b-5232-4b12-9fa7-1a8d83885841 · outbound

This paper cites Sequential recommendation with graph neural networks,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Sequential recommendation with graph neural networks,

Reference 4

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T23:32:34.631125Z digest=sha256:1c1d3afb45f09a5288863436f544ef4e488622ed50546bad84f4c5cf37ce9152

Observation 72ac02e6-8c9a-42e4-8d83-8e11961979a8 · outbound

This paper cites Lightweight self-attentive sequential recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Lightweight self-attentive sequential recommendation,

Reference 5

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source=pdf_text observed=2026-08-15T23:32:34.635727Z digest=sha256:9a656ebe579fa33a6417ccea456da795ede1628776568880a20d61f804c64216

Observation dff60876-5b5d-4486-b438-9e3a58ebd831 · outbound

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

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Im- proving sequential recommendation with knowledge-enhanced memory networks,

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.640559Z digest=sha256:4fb66103444ad03cb5619ee90210a1842691963d1733be0318ccc011f2e815eb

Observation 05dc49d3-eb4d-4ceb-8038-d3f9edea2aea · outbound

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

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Personalized top-n sequential recommendation via convolutional sequence embedding,

Reference 7

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source=pdf_text observed=2026-08-15T23:32:34.646210Z digest=sha256:35d23e83c2780aac44413bea268da0ec8bbe98f34ec38da9b62971c3db7c2684

Observation 8f5eafc2-573f-4a72-9708-9f9b0f994abd · outbound

This paper cites Per- sonalized prompt for sequential recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Per- sonalized prompt for sequential recommendation,

Reference 8

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raw_fallback, observed 2026-08-15T23:32:35.593325Z

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=2026-08-15T23:32:34.650936Z digest=sha256:a50ba00384c4fd47ab05eddac7e4233b1706b5e54b8bd275471ab2b35127230b

Observation 1e3ed8c7-d153-4864-a808-fc359b9abdcc · outbound

This paper cites RecGPT: Generative Personalized Prompts for Sequential Recommendation via ChatGPT Training Paradigm.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation RecGPT: Generative Personalized Prompts for Sequential Recommendation via ChatGPT Training Paradigm

Reference 9

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source=pdf_text observed=2026-08-15T23:32:34.655589Z digest=sha256:7fbd23df117b275004afdea7ebca49d8cf830f0e4d6dedb66e09df99dadaac42

Observation 640dcff5-44cc-4067-b1e4-7f0b96857d4d · outbound

This paper cites Attention is all you need,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Attention is all you need,

Reference 10

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source=pdf_text observed=2026-08-15T23:32:34.661368Z digest=sha256:c9c04ab735f041fc87b880fbd58165b26ace4bb0300261c4a45b9d238422c1dd

Observation 561a2559-c8aa-4a78-a9d3-e134c9f9dc20 · outbound

This paper cites Transformers4rec: Bridging the gap between nlp and sequential/session-based recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Transformers4rec: Bridging the gap between nlp and sequential/session-based recommendation,

Reference 11

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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=2026-08-15T23:32:34.665871Z digest=sha256:1dfa1b1ecc8d8ed3a8d0b93bb61b3b4273ec995184ab4e20db816218b9d9ce41

Observation 7f669096-167d-4e80-a510-18e7ae6d0b54 · outbound

This paper cites Continuous- time sequential recommendation with temporal graph collaborative transformer,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Continuous- time sequential recommendation with temporal graph collaborative transformer,

Reference 12

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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=2026-08-15T23:32:34.670774Z digest=sha256:896820c4e001934ceaa98f2fed751eb3fe4f672b62ae5bd52c652973cf878fa4

Observation 36dfc0c5-e054-44fd-b164-64662affff0c · outbound

This paper cites Se- quential recommendation with latent relations based on large language model,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Se- quential recommendation with latent relations based on large language model,

Reference 13

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raw_fallback, observed 2026-08-15T23:32:35.539533Z

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=2026-08-15T23:32:34.675277Z digest=sha256:2073c9ec82e3875204a02be773bb97327db2b7026e10fdef1b4d0faa44c1d6e9

Observation 4a3a130e-59b1-4112-8ee8-4d5d3a563ccd · outbound

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

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Bert4rec: Sequential recommendation with bidirectional encoder representations from transformer,

Reference 14

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source=pdf_text observed=2026-08-15T23:32:34.679834Z digest=sha256:cd96cf73d53a833b70783ac807e8585d487e949f15162ddc161f3da09e3a7265

Observation f7587e51-1044-4ade-a84b-3488cf140329 · outbound

This paper cites Sse-pt: Sequential recommendation via personalized transformer,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Sse-pt: Sequential recommendation via personalized transformer,

Reference 15

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source=pdf_text observed=2026-08-15T23:32:34.684360Z digest=sha256:d7f2f9136cf41186639eb109137c5b7d322a554acb375430d7ce31ca691aa0e3

Observation 66ed0d2f-4689-4139-b0aa-0e802b514596 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 16

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source=pdf_text observed=2026-08-15T23:32:34.688727Z digest=sha256:87365ac7abc219a6ba6f2cec3e071ca811fb0f343839f8d27f15c7ec234ff20b

Observation 4219d3ca-4b42-42ea-bfeb-7e7f81e90656 · outbound

This paper cites Mamba4Rec: Towards Efficient Sequential Recommendation with Selective State Space Models.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Mamba4Rec: Towards Efficient Sequential Recommendation with Selective State Space Models

Reference 17

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.693744Z digest=sha256:4586f765a3c23a12a9ddf8f620ff3720fa17910ffd84fbb3eb2d0168c0732f1d

Observation dde42641-e6c5-4e58-8f5a-f83918545563 · outbound

This paper cites Uncovering selective state space model’s capabilities in lifelong sequential recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Uncovering selective state space model’s capabilities in lifelong sequential recommendation,

Reference 18

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raw_fallback, observed 2026-08-15T23:32:35.505119Z

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=2026-08-15T23:32:34.698307Z digest=sha256:a63bd7e24a33a2a1b58783d98a764bf25a847cada717877ec060c6cbd3bc05cb

Observation 382d8899-13d1-4e07-9b75-3baffe25b856 · outbound

This paper cites MaTrRec: Uniting Mamba and Transformer for Sequential Recommendation.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation MaTrRec: Uniting Mamba and Transformer for Sequential Recommendation

Reference 19

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local_arxiv, observed 2026-08-15T23:32:35.103307Z

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=2026-08-15T23:32:34.702723Z digest=sha256:e1c08487574c5471c3b6f856f47457ac9dc643edba7f6a54859f88688cf00e1b

Observation fab6d49b-10f8-467a-8fb1-141b7f6abe42 · outbound

This paper cites SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.707735Z digest=sha256:bf79775cf926e5e3fe334965e30f8dac96f4b1c0309722c75333537717ec74ab

Observation 1915ccf7-c5e6-4507-a039-67368be7eb47 · outbound

This paper cites Mlsa4rec: Mamba combined with low-rank de- composed self-attention for sequential recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Mlsa4rec: Mamba combined with low-rank de- composed self-attention for sequential recommendation,

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.712595Z digest=sha256:9f9f3d247e94ef916af5ab51f8be4ed9f0bb7623693608fce917e4b791333ddd

Observation 53e91899-49d4-474b-bdc2-99a129403ae3 · outbound

This paper cites Frequency- augmented mixture-of-heterogeneous-experts framework for sequential recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Frequency- augmented mixture-of-heterogeneous-experts framework for sequential recommendation,

Reference 22

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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=2026-08-15T23:32:34.717066Z digest=sha256:a581df4ef46479c60409301a89609b7c72b5210e832bd7a7d282d56165016b24

Observation cfbc2f27-456e-4ef8-ad91-309c601b11ce · outbound

This paper cites an unresolved cited work.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Unresolved cited work

Reference 23

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source=pdf_text observed=2026-08-15T23:32:34.721550Z digest=sha256:cb7d67f21dd85718e4d303c3709ce25159f49b5fe5a9a904029371651fc3bb17

Observation 45cf4d24-3a7a-4c2c-9690-7e82553dc122 · outbound

This paper cites Leveraging large language models for sequential recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Leveraging large language models for sequential recommendation,

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.725946Z digest=sha256:19309e017cf953dedc6a56779a9ade5ff5e0ca3463a1ca4dbccbf192992edad7

Observation a5df1cbd-0d22-420a-a0e2-228c97304068 · outbound

This paper cites Improving sequential recommendations with llms,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Improving sequential recommendations with llms,

Reference 25

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raw_fallback, observed 2026-08-15T23:32:35.455131Z

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=2026-08-15T23:32:34.730714Z digest=sha256:e4332e89d8495a0dff41374f2fb7612e6044aaa59a13cdcabf65a927de71573e

Observation 4c4ead07-3b32-40f6-9d42-bc7561f9c262 · outbound

This paper cites A self-attentive model with gate mechanism for spoken language understanding,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation A self-attentive model with gate mechanism for spoken language understanding,

Reference 26

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raw_fallback, observed 2026-08-15T23:32:35.440274Z

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=2026-08-15T23:32:34.735043Z digest=sha256:f6b3a4e2e9c076b4b782a558908972057e4d6e3613651ee7d81359b8fe7de07f

Observation ec0442bf-ddd4-45a5-b385-f9db3a18eb8e · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.740005Z digest=sha256:9645d6e87845fd4f7d9b19c12ec2ce831dc304e7dadf9af0bd77b4ddc3e481c8

Observation ee36a547-1e8a-420b-8341-d057a8946b70 · outbound

This paper cites The fourier transform,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation The fourier transform,

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-15T23:32:35.424719Z

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=2026-08-15T23:32:34.744935Z digest=sha256:b2ca234a8b251e0e1f8518d77bd921ebc405b94cbb14bc052fc768c6741573f9

Observation b75ab500-4669-4c49-b10b-48566ab9492f · outbound

This paper cites Empowering Sequential Recommendation from Collaborative Signals and Semantic Relatedness.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Empowering Sequential Recommendation from Collaborative Signals and Semantic Relatedness

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.749224Z digest=sha256:9eb3b30e24464bec913356ae11c9370f862032f39927a3916a2ee117d9cb9fc3

Observation e4833434-1d58-4f6a-984d-b366d8557554 · outbound

This paper cites Personalized showcases: Generating multi-modal explanations for recommendations,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Personalized showcases: Generating multi-modal explanations for recommendations,

Reference 30

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raw_fallback, observed 2026-08-15T23:32:35.409331Z

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=2026-08-15T23:32:34.753685Z digest=sha256:50b439d5e37509e2f17f3e495bbd6416bf7e755a3a23ab4cb2af6096db98f537

Observation 1e212222-67e0-4c05-b27b-c9eb777c32c0 · outbound

This paper cites UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.758120Z digest=sha256:ecd00f4ec087aaa86e78ab45670f5ef5dd07f88ca4a3ea3a632bd61b2b07f4a8

Observation 1a6223da-1865-42b0-b4ed-9957890942d9 · outbound

This paper cites BPR: Bayesian Personalized Ranking from Implicit Feedback.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation BPR: Bayesian Personalized Ranking from Implicit Feedback

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.762781Z digest=sha256:b12294f55f79cc5fabd4d8013d07eeb89890dd5d06bc9e3d5222ddc2bc95d8a6

Observation 213ab69a-5ee3-4e0e-93cd-bab1dbd601e6 · outbound

This paper cites Neural attentive session-based recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Neural attentive session-based recommendation,

Reference 33

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raw_fallback, observed 2026-08-15T23:32:35.393907Z

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=2026-08-15T23:32:34.767274Z digest=sha256:de6b933cc94df701d3348071c546128719f62c94c693dcb9472aaa92953e696e

Observation c1f1de03-b2b3-432a-b922-e9ef6cfa47b4 · outbound

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

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Session-based Recommendations with Recurrent Neural Networks

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.771763Z digest=sha256:b4894d11c5170c0f8283305deff5823a334aa8b43890cd8bddb7776758d29e32

Observation e01a7964-e26d-493a-ba7b-025951017499 · outbound

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

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Self-attentive sequential recommenda- tion,

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:32:34.776447Z digest=sha256:215caf413aa4a89982fe65381acb97986f7c5b4aff63eb0c6e6910c4a97a887d

Observation be34cc47-6002-444b-b11d-377ef1020897 · outbound

This paper cites Linear recurrent units for sequential recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Linear recurrent units for sequential recommendation,

Reference 36

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verified fuzzy
raw_fallback, observed 2026-08-15T23:32:35.367734Z

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.

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Observation 9f632180-cca1-4b09-b38b-81fb6682c427 · outbound

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

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Session-based recommendation with graph neural networks,

Reference 37

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9b23a435-a059-497b-937a-87d986be1184 · outbound

This paper cites Frequency enhanced hybrid attention network for sequential recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Frequency enhanced hybrid attention network for sequential recommendation,

Reference 38

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 4db11198-3c24-4279-b72d-23bc2eb15410 · outbound

This paper cites Addressing cold- start problem in recommendation systems,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Addressing cold- start problem in recommendation systems,

Reference 39

Resolution
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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.

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Observation ce49fa25-2cf5-471a-95f1-f05d9deaf783 · outbound

This paper cites A survey on large language models for recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation A survey on large language models for recommendation,

Reference 40

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 898dbe80-c25f-43c3-ad04-5457616da8fb · outbound

This paper cites Tutorial on large language models for recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Tutorial on large language models for recommendation,

Reference 41

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 4c05e9f1-03dd-4a8a-9cc5-211114b477f7 · outbound

This paper cites Recommender systems in the era of large language models (llms),.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Recommender systems in the era of large language models (llms),

Reference 42

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation e4237878-67c8-4366-914d-7c7b09e8da06 · outbound

This paper cites Reformulating Sequential Recommendation: Learning Dynamic User Interest with Content-enriched Language Modeling.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Reformulating Sequential Recommendation: Learning Dynamic User Interest with Content-enriched Language Modeling

Reference 43

Resolution
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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.

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Observation 9b6eed65-950b-499b-a126-6eadec681b0d · outbound

This paper cites Large language models for recommendation: Progresses and future directions,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Large language models for recommendation: Progresses and future directions,

Reference 44

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 088f2e26-b001-4b2a-9428-9827f006030c · outbound

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

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Recommender Systems in the Era of Large Language Models (LLMs)

Reference 45

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5228876c-34e9-41ae-bbfb-9d74c4419b84 · outbound

This paper cites A survey on accuracy-oriented neural recommendation: From collaborative filtering to information-rich recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation A survey on accuracy-oriented neural recommendation: From collaborative filtering to information-rich recommendation,

Reference 46

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 466666b7-fe55-4c71-950b-566d2b99eb68 · outbound

This paper cites Ubishop: Commercial item recommendation using visual part-based object rep- resentation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Ubishop: Commercial item recommendation using visual part-based object rep- resentation,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:32:35.228690Z

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.

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Observation ccf29a2a-d8b5-48a5-b86c-36f287b22a92 · outbound

This paper cites Multi-modal visual adversarial bayesian personalized ranking model for recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Multi-modal visual adversarial bayesian personalized ranking model for recommendation,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:32:35.212653Z

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.

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Observation 13749e97-14c1-49c0-a176-e6739e001ad8 · outbound

This paper cites An adaptive deep learning method for item recommendation system,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation An adaptive deep learning method for item recommendation system,

Reference 49

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation f31c8a43-cc2c-4d74-a577-c4f86147fd78 · outbound

This paper cites Cross-modal content inference and feature enrichment for cold-start recommendation,.

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Cross-modal content inference and feature enrichment for cold-start recommendation,

Reference 50

Resolution
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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.

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Pith citing papers

Observation c6560b01-1adb-4a4e-a555-5b81ea1c89da · inbound

BlossomRec: Block-level Fused Sparse Attention Mechanism for Sequential Recommendations cites this paper.

BlossomRec: Block-level Fused Sparse Attention Mechanism for Sequential Recommendations M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation

Reference 71

Resolution
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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.

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Observation 26f7acf3-0334-4472-8a6f-f704bc4136cc · inbound

TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendation cites this paper.

TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendation M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation

Reference 102

Resolution
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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.

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Observation 04b4dc30-e1e2-453a-ba64-eadeff04bbea · inbound

Efficient Prompt Learning for Traffic Forecasting cites this paper.

Efficient Prompt Learning for Traffic Forecasting M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation

Reference 51

Resolution
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arxiv_id, observed 2026-05-12T08:06:26.732899Z

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.

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