Paper Citation Record · LEDGER

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation

As of 8 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2505.16752.

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

pith.paper-citation-record.v1
2505.16752 v3

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:03:16.849422Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:06:02.428274Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T19:06:09.369804Z

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3711c219-788e-4497-acdf-5f63d3a6f21f · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:14.956736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cb8bf36-f529-450a-b8b3-e94e6c09f467 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:14.986830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa4e95d5-63ca-4da0-aefa-566198680781 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:14.994226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee0ec794-a624-4a91-af7c-02e25486bdef · outbound

This paper cites Deep Session Interest Network for Click-Through Rate Prediction.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Deep Session Interest Network for Click-Through Rate Prediction

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:14.997833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5565ed0-38bb-4e40-adb8-eb156ca86c01 · outbound

This paper cites The Llama 3 Herd of Models.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation The Llama 3 Herd of Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.001635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 485a0146-d9de-4f13-8b8a-8ba8b12eeda6 · outbound

This paper cites DeepFM: A Factorization-Machine based Neural Network for CTR Prediction.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation DeepFM: A Factorization-Machine based Neural Network for CTR Prediction

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.011626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1c75ce6-5739-4c89-93d5-45e2d5b4506e · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.027702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae48bbdd-a8a9-43e5-952a-f58888b5277f · outbound

This paper cites Training Compute-Optimal Large Language Models.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Training Compute-Optimal Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.067459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13797e13-c719-43fc-bdf9-14775a384dfc · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:03:17.568845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 51860eb2-5c9f-4189-a94b-5bcb6dea87aa · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.214780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26c169db-3720-4c6a-91b3-c63acd060e26 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.279913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4793c5a3-87fe-4b46-8f1e-5a207301ae8d · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.461560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9a72abc-92e0-4cca-8a1d-d45b3429f839 · outbound

This paper cites Scaling Laws for Neural Language Models.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Scaling Laws for Neural Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.484073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9981fd8a-ff08-4c3b-b86d-f09129b05b4c · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.562408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00f27873-fcef-4a22-ac3c-21a00ad7a785 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.662771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a172113-9111-418a-8896-d45eac759ba7 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.692780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bcb3eec-db87-40ca-9518-d0b6b1190b5b · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.705208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7384600c-7527-4724-b07c-4548d98c2dca · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.708214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3ed0a3c-120a-43e7-ad6e-2e92459b2539 · outbound

This paper cites Efficient Long Sequential User Data Modeling for Click-Through Rate Prediction.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Efficient Long Sequential User Data Modeling for Click-Through Rate Prediction

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.711978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed2e1cff-f434-466d-921c-f51643b77c72 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:03:17.403540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 55e958f2-bf89-469f-bfb4-bf5692d80d34 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.844637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1115f889-d7ee-4935-8087-ad086411fe9d · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:03:17.269213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 61472f84-e829-46ee-b98d-2ad068a36f1c · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.954233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4f4b4c2-35eb-4ed9-811f-83378226ed33 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.124574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f51391c6-e8d5-4425-9435-ce69efa85379 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.225849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eefd8397-42cb-44e0-a055-d2c43b45d237 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:03:17.129352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 48d6b10f-0300-4683-a90f-7a918247e5dd · outbound

This paper cites In Proceedings of the 28th ACM international conference on information and knowledge management.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation In Proceedings of the 28th ACM international conference on information and knowledge management

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.030209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd3db8eb-e6fb-40c1-913c-b29e44a78250 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.491089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8313ce5-803a-40df-8257-83057b378be6 · outbound

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

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.623516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71bc7a0a-5d26-4b41-a236-d9602450161a · outbound

This paper cites DHEN: A Deep and Hierarchical Ensemble Network for Large-Scale Click-Through Rate Prediction.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation DHEN: A Deep and Hierarchical Ensemble Network for Large-Scale Click-Through Rate Prediction

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.692491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0c399cd-5d4c-4e09-9523-511076203286 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.427974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67ad07fd-9f2e-4b76-8acd-0b4257588587 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.811316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 870aa648-c244-4e47-b334-9c833e670a08 · outbound

This paper cites an unresolved cited work.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.849422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d3294ea-96b7-4c0a-87d5-33354b077ca3 · outbound

This paper cites Mixture of Attention Heads: Selecting Attention Heads Per Token.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Mixture of Attention Heads: Selecting Attention Heads Per Token

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.753361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 421acfe0-fb65-4565-9967-4c1c1ab19945 · outbound

This paper cites In Proceedings of the 1st workshop on deep learning for recommender systems.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation In Proceedings of the 1st workshop on deep learning for recommender systems

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:14.990407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ebb5043-ed73-4d5e-8f8e-7afcf8def497 · outbound

This paper cites Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:16.540845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4b089da-48f1-49c7-8fe3-afec530bc994 · outbound

This paper cites In The World Wide Web Conference.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation In The World Wide Web Conference

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.571379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec8074fb-0b01-447a-a843-fada861b856a · outbound

This paper cites End-to-End User Behavior Retrieval in Click-Through RatePrediction Model.

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation End-to-End User Behavior Retrieval in Click-Through RatePrediction Model

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:15.784979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 99df43f8-8695-4a6c-9ee4-967a197bcace · inbound

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models cites this paper.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:06:09.375134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.