Paper Citation Record · LEDGER

Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers

As of 13 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 1 inbound Pith citation observation for arXiv:2508.04711.

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

pith.paper-citation-record.v1
2508.04711 v2

Coverage vector

measured 8 of 8 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:55:58.214461Z

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T20:38:01.086990Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T20:17:22.280604Z

Reference resolution

8 of 8 outbound references displayed

verified exact0
verified fuzzy0
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3505154b-db91-4978-bcd4-5d266aa0129e · outbound

This paper cites TWIN: TWo-stage Interest Network for Lifelong User Behavior Modeling in CTR Prediction at Kuaishou.

Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers TWIN: TWo-stage Interest Network for Lifelong User Behavior Modeling in CTR Prediction at Kuaishou

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:58.195086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e266c49c-a76e-468b-9583-4d30530fb81d · outbound

This paper cites an unresolved cited work.

Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:58.199004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebb17320-1e0c-4e4c-82df-142782cd5ca5 · outbound

This paper cites DISTFLASHATTN: Distributed Memory-efficient Attention for Long-context LLMs Training.

Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers DISTFLASHATTN: Distributed Memory-efficient Attention for Long-context LLMs Training

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:58.201054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3df6497f-b625-4c02-86a0-33420523eb79 · outbound

This paper cites Ring Attention with Blockwise Transformers for Near-Infinite Context.

Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers Ring Attention with Blockwise Transformers for Near-Infinite Context

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:58.204155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 131d59f5-d1e4-433a-beb6-834852e89a58 · outbound

This paper cites an unresolved cited work.

Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:55:58.324799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 32e633d8-eef3-4da2-8e70-bbcf4ffa970a · outbound

This paper cites PinnerFormer: Sequence Modeling for User Representation at Pinterest.

Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers PinnerFormer: Sequence Modeling for User Representation at Pinterest

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:58.208852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef573c90-5fef-4cc0-8c14-6e7f03822c95 · outbound

This paper cites BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer.

Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:58.211414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3625df87-df1d-4d33-a0e5-8653cbdebdc4 · outbound

This paper cites Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations.

Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:58.214461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f171c899-2cd3-45a7-9274-b7ff8713c0fb · inbound

Gated Bidirectional Linear Attention for Generative Retrieval cites this paper.

Gated Bidirectional Linear Attention for Generative Retrieval Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:17:22.281987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.