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Paper Citation Record · LEDGER

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec

As of 14 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2501.01242.

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

pith.paper-citation-record.v1
2501.01242 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:36:54.756250Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

33 of 33 outbound references displayed

  • verified exact1
  • verified fuzzy23
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7a4bcfea-7739-4a8c-b850-ae83b547971d · outbound

This paper cites Neural attentive session -based recommendation,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Neural attentive session -based recommendation,

Reference 1

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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 2026-08-14T06:32:32.682623+00:00.

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Observation 31286b2e-6e7b-445e-aea0-b041c4382d32 · outbound

This paper cites Self-attentive sequential recommendation,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Self-attentive sequential recommendation,

Reference 2

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raw_fallback, observed 2026-08-10T22:36:55.452396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 216b310e-d278-4798-ae35-67df6d3e79c2 · outbound

This paper cites Pre-training of Context-aware Item Representation for Next Basket Recommendation.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Pre-training of Context-aware Item Representation for Next Basket Recommendation

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.436304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 1bc730a9-e77b-472b-8f1f-6b8d87a4230c · outbound

This paper cites Attention is all you need,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Attention is all you need,

Reference 4

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raw_fallback, observed 2026-08-10T22:36:55.417630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.640344Z digest=sha256:0c89255dfe2dd6d7390def06b23334b6286433877daf404eedef35376b2b3f31

Observation e80b6051-8115-45dc-8e05-62fa20a012d7 · outbound

This paper cites BERT: Pre -training of deep bidirectional transformers for language understanding,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec BERT: Pre -training of deep bidirectional transformers for language understanding,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.400931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.644738Z digest=sha256:859817961f881f84b3805d39a0c4005aa705bcee72285f57600a03910ecd216a

Observation 86df6972-c3a4-459f-8112-c7e90438baae · outbound

This paper cites A Survey on Efficient Training of Transformers.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec A Survey on Efficient Training of Transformers

Reference 6

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unresolved
no resolver link, observed 2026-08-10T22:36:54.649056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:36:54.649056Z digest=sha256:a064aced667960e9d8ad54f2f4035c07da6553d473d6e52c453dd215ca175d85

Observation af0675ea-b6f6-4dda-85b6-39f6fe2b8458 · outbound

This paper cites Linformer: Self-Attention with Linear Complexity.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Linformer: Self-Attention with Linear Complexity

Reference 7

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no resolver link, observed 2026-08-10T22:36:54.653480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:36:54.653480Z digest=sha256:ef14c5f1c9fd67af3d08a78f556fa322a4d3f4c9f6989b0668d515e984551bf9

Observation d42ac74d-dead-453a-a854-0b5bb4451cd8 · outbound

This paper cites Big bird: Transformers for longer sequences,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Big bird: Transformers for longer sequences,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.385066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.658052Z digest=sha256:08e37f52b4a822e5de9c7e626b053a88c0df59763998fa3ad073891d6066ee0c

Observation 8b9f95df-a550-4162-92b1-280c08dd2cfd · outbound

This paper cites BasisFormer: Attention -based Time Series Forecasting with Learnable and Interpretable Basis,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec BasisFormer: Attention -based Time Series Forecasting with Learnable and Interpretable Basis,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.372596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.661930Z digest=sha256:558afe61d1fef3bd04f6c43edbbca3ff412d0c0dbd05f61161eb4cea028dca64

Observation bac27d22-9645-4969-9f5a-436add073f70 · outbound

This paper cites LinRec: Linear Attention Mechanism for Long -term Sequential Recommender Systems,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec LinRec: Linear Attention Mechanism for Long -term Sequential Recommender Systems,

Reference 10

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no resolver link, observed 2026-08-10T22:36:54.665736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:36:54.665736Z digest=sha256:07ddaee2d10dcc62fd030f30c79a3c23018cd916097d5cc606e893b57d7c83a9

Observation 6e61e960-b5cc-4bfe-b909-97f232172f8e · outbound

This paper cites Hydra Attention: Efficient Attention with Many Heads,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Hydra Attention: Efficient Attention with Many Heads,

Reference 11

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.669932Z digest=sha256:b735e35b74d7a9ea6d7b02c82eabfffc780b98e5fb108f245e9ab736312fae63

Observation 41de598d-02d3-4b5a-982f-496c33b2f663 · outbound

This paper cites Faster Causal Attention Over Large Sequences Through Sparse Flash Attention.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Faster Causal Attention Over Large Sequences Through Sparse Flash Attention

Reference 12

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unresolved
no resolver link, observed 2026-08-10T22:36:54.674547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:36:54.674547Z digest=sha256:bdcdabec56cb96603e27107972ebb85280fa57a8314aa724c83869566c59db79

Observation ad145913-65a2-4bc8-8c95-741eec801cb1 · outbound

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

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Bert4rec: Sequential recommendation with bidirectional encoder representations from transformer,

Reference 13

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unresolved
no resolver link, observed 2026-08-10T22:36:54.679101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:36:54.679101Z digest=sha256:85434b48a5c6442737558b13cc2bdef135df686ecb399395137c337fe7e0cf33

Observation b400422a-3f83-4d22-9dd9-1829dc16ddae · outbound

This paper cites An Attention Free Transformer.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec An Attention Free Transformer

Reference 14

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unresolved
no resolver link, observed 2026-08-10T22:36:54.682739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:36:54.682739Z digest=sha256:f203b43c3d1cd7a5449064272dabdde2c6643ff68aceebc63d85cbc41f6cd29d

Observation 433ca88a-620d-4179-b06c-f61ee28125db · outbound

This paper cites Training data-efficient image transformers & distillation through attention,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Training data-efficient image transformers & distillation through attention,

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.359894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.686721Z digest=sha256:fba4654c366e78c66242dcdd7ac823ff73c1ecc06d3f0e552852ddd11ba7c445

Observation 634c027c-76e6-433f-a1b9-8815dbb4bf42 · outbound

This paper cites An MDP -based recommender system.,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec An MDP -based recommender system.,

Reference 16

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.346489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.690423Z digest=sha256:731646f399a513478d2d3fa9bcef279c74b25c9763f1dfff670cd97b456b2a81

Observation 6f9775fa-9249-49bc-aa0e-8de770151673 · outbound

This paper cites A Markov chain model for integrating context in recommender systems,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec A Markov chain model for integrating context in recommender systems,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.333542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation fefcf9ae-8e87-4b2b-a697-83c40efa0c2d · outbound

This paper cites A hybrid recommender system for sequential recommendation: combining similarity models with markov chains,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec A hybrid recommender system for sequential recommendation: combining similarity models with markov chains,

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.321220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 650b1d3e-db75-4029-a2b2-0da2914c4053 · outbound

This paper cites Long short -term memory,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Long short -term memory,

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.308082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.702170Z digest=sha256:7eeeaccbcdbc6c7ab1da999f35cb12e12cc6eb50e71e33573401f4f5eebbf975

Observation 520c5370-1f26-422b-953e-0db7335da78b · outbound

This paper cites Recurrent recommender networks,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Recurrent recommender networks,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.294472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.706029Z digest=sha256:a51a3d8e217b5760cdb38eb664c5c3cd83800ba16472bd69527bb2bf3b4692ce

Observation 8dc1fc0b-f1e9-41c6-b337-be964914ab55 · outbound

This paper cites A social hybrid recommendation system using LSTM and CNN,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec A social hybrid recommendation system using LSTM and CNN,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.281242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation e19bd975-f6ab-43af-93f1-ebca70912a63 · outbound

This paper cites Sequential user -based recurrent neural network recommendations,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Sequential user -based recurrent neural network recommendations,

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.267102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.713250Z digest=sha256:0e5c0fed742cd119d1e953d0c001ac620e8652080224cc66e57a4dea3a53da0e

Observation 2172b0d4-491f-4dfa-a0bd-898ff9a88533 · outbound

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

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Recurrent neural networks with top-k gains for session- based recommendations,

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.251655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation fcb32138-4a79-4a9d-b475-b1dfbac7bfc1 · outbound

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

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Personalized top-n sequential recommendation via convolutional sequence embedding,

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.235603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.720322Z digest=sha256:9037bf4f2babc277b2ec1049dc78c9a585142e692b1da524023f5761f33b96b2

Observation b8c464c3-302e-491a-8339-ee0d1b0e5155 · outbound

This paper cites Deep learning based recommender system: A survey and new perspectives,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Deep learning based recommender system: A survey and new perspectives,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.222064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.724554Z digest=sha256:c60e89f454add9d37d29b8479323380324e01a05d288410d984a6dea3ad9e62c

Observation d42ef035-896a-4545-95b8-16396d021532 · outbound

This paper cites Neural Machine Translation by Jointly Learning to Align and Translate.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Neural Machine Translation by Jointly Learning to Align and Translate

Reference 26

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no resolver link, observed 2026-08-10T22:36:54.728217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:36:54.728217Z digest=sha256:da8357aed46b80a9e1a7a1db6a7eacf9fc9eca91fe4db676804993abc97a64f5

Observation d6db0ee6-b453-42de-8794-0f34146200a6 · outbound

This paper cites How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation

Reference 27

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unresolved
no resolver link, observed 2026-08-10T22:36:54.732180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:36:54.732180Z digest=sha256:a7188093731bdb3ccf4d23d56ddd2fa7f2bd5327433b7e162e0ee965740a51c7

Observation b5fddabd-d5ae-4b64-b371-84e1f12f3f10 · outbound

This paper cites SSE-PT: Sequential recommendation via personalized transformer,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec SSE-PT: Sequential recommendation via personalized transformer,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.208370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.737162Z digest=sha256:a3a47c6221b914a62b2bb27716a6f785fbd7d434b93c9c5b9826d69887175c99

Observation 740dd8e0-b872-4462-8da7-c5b16ac4e8e5 · outbound

This paper cites Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work

Reference 29

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unresolved
no resolver link, observed 2026-08-10T22:36:54.741593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:36:54.741593Z digest=sha256:9a6bbf37d7d9d9cab8110373e9b18d4cbefdc3bb6420535b69b5603869502268

Observation 44b5af1b-503c-4962-8602-b162fc74c394 · outbound

This paper cites Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions,

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.194698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.745494Z digest=sha256:a09de393fb26799fe10f5fb48f58d1db0c08ed1fa708e82eee701d31ce1a0a94

Observation 1b0459dc-2062-407c-920a-f8d5f60364fb · outbound

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

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Core: simple and effective session -based recommendation within consistent representation space,

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.181215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.749324Z digest=sha256:8289563f85e2caa756b4d3d9aa751a588873873e4cfb85ebdd9579f15578fcea

Observation 6c8ec853-5272-45fb-9599-875e32163b17 · outbound

This paper cites Efficient attention: Attention with linear complexities,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Efficient attention: Attention with linear complexities,

Reference 32

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.167932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.752863Z digest=sha256:8d37cb424f1838f43ad1ac0e5635b0e55ceabfc3b8f63dd96f4be6b44fff6c07

Observation d22c619c-756c-4381-9fa7-7fe05f38db66 · outbound

This paper cites Transformers are rnns: Fast autoregressive transformers with linear attention,.

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec Transformers are rnns: Fast autoregressive transformers with linear attention,

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-10T22:36:55.154564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T22:36:54.756250Z digest=sha256:db006d624e1f91b45db5a47c3f954154e716230208752a24b44fef724d458c06

Pith citing papers

No inbound Pith citation observations are available.