Paper Citation Record · LEDGER

Sona Technical Report

As of 17 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2608.11015.

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

pith.paper-citation-record.v1
2608.11015 v2

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:19:34.310295Z

measured 47 of 47 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

47 of 47 outbound references displayed

verified exact0
verified fuzzy0
unresolved47
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 389c538d-a068-461c-889e-30ea646df417 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Sona Technical Report Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:33.938958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44fed908-762d-4fc2-8b3f-82d7dce7d7b5 · outbound

This paper cites From features to transformers: Redefining ranking for scalable impact.arXiv preprint arXiv:2502.03417, 2025.

Sona Technical Report From features to transformers: Redefining ranking for scalable impact.arXiv preprint arXiv:2502.03417, 2025

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:33.949026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cadcce66-4ea4-40ff-98e4-a831070739b8 · outbound

This paper cites Unified Embedding: Battle-Tested Feature Representations for Web-Scale ML Systems.

Sona Technical Report Unified Embedding: Battle-Tested Feature Representations for Web-Scale ML Systems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:33.957454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9301285f-1251-4b69-b7fe-c7983341f6e6 · outbound

This paper cites FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness.

Sona Technical Report FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:33.963400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a158981a-5c13-4e7a-9e11-97b73a54c74d · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Sona Technical Report An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:33.972609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bbfdd4f-39e5-4853-8981-952cd64d0d14 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Sona Technical Report DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:33.982265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 142d5573-ad86-416e-9a9f-ec71af5156ab · outbound

This paper cites Oxygenrec: An instruction-following generative framework for e-commerce recommendation.arXiv preprint arXiv:2512.22386, 2025.

Sona Technical Report Oxygenrec: An instruction-following generative framework for e-commerce recommendation.arXiv preprint arXiv:2512.22386, 2025

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.004130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d1748ba-3ac0-4bdb-a675-33a4302e6bc0 · outbound

This paper cites Chi, Cristos Goodrow, Ningren Han, He Ma, Romer Rosales, Abby Van Soest, Su-Lin Wu, Weilong Yang, and Yilin Zheng.

Sona Technical Report Chi, Cristos Goodrow, Ningren Han, He Ma, Romer Rosales, Abby Van Soest, Su-Lin Wu, Weilong Yang, and Yilin Zheng

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.011186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b0d7346-f64f-4b96-b9a7-24754eb551e8 · outbound

This paper cites Query-Key Normalization for Transformers.

Sona Technical Report Query-Key Normalization for Transformers

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.019341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf2c04aa-d50c-48ee-8f10-48770a0cb15b · outbound

This paper cites Scaling Laws for Neural Language Models.

Sona Technical Report Scaling Laws for Neural Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.026167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3442d5d-ba4a-4f0d-bc00-c33f8ff19b41 · outbound

This paper cites Scaling recommender transformers to one billion parameters.

Sona Technical Report Scaling recommender transformers to one billion parameters

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.039148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe49a203-9b18-48d0-93c2-a3e6fbbe7787 · outbound

This paper cites UniPinRec: Unifying Generative Retrieval and Ranking at Pinterest Scale.

Sona Technical Report UniPinRec: Unifying Generative Retrieval and Ranking at Pinterest Scale

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.045888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f71a6ad6-f223-4186-98b1-12be40e27dd0 · outbound

This paper cites Harmonizing Generative Retrieval and Ranking in Chain-of-Recommendation.

Sona Technical Report Harmonizing Generative Retrieval and Ranking in Chain-of-Recommendation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.053384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64bd5b0f-966f-461c-b6c2-b92c9fc73d06 · outbound

This paper cites QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou.

Sona Technical Report QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.061527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39261452-90be-481d-b74d-a137bb36b309 · outbound

This paper cites Gated Bidirectional Linear Attention for Generative Retrieval.

Sona Technical Report Gated Bidirectional Linear Attention for Generative Retrieval

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.069534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70531d8e-e84d-4099-a713-bbf90ceba1d4 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

Sona Technical Report WebGPT: Browser-assisted question-answering with human feedback

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.079095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 514b9b9c-b3c9-4f33-a33e-2876088946d3 · outbound

This paper cites Onerec technical report.arXiv preprint arXiv:2506.13695, 2025.

Sona Technical Report Onerec technical report.arXiv preprint arXiv:2506.13695, 2025

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.086141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c0a1900-e24f-4d90-a3fd-4881b07444a5 · outbound

This paper cites Training language models to follow instructions with human feedback.

Sona Technical Report Training language models to follow instructions with human feedback

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.091728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c7b6f80-3533-4ddc-bcf8-cf86a28d6fec · outbound

This paper cites EGA-V1: Unifying Online Advertising with End-to-End Learning.

Sona Technical Report EGA-V1: Unifying Online Advertising with End-to-End Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.097992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbf096ba-e4a0-48cb-baf1-b8a38e553034 · outbound

This paper cites Qwen2.5-Omni Technical Report.

Sona Technical Report Qwen2.5-Omni Technical Report

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.105805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcdd2e94-0a46-40c5-9603-f8ae4854e696 · outbound

This paper cites Recommender Systems with Generative Retrieval.

Sona Technical Report Recommender Systems with Generative Retrieval

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.112260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2665a9a-8804-4bb0-b18f-fd2dc08e0666 · outbound

This paper cites GLU Variants Improve Transformer.

Sona Technical Report GLU Variants Improve Transformer

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.120655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61a2aad3-5727-42ff-af10-de18443016d9 · outbound

This paper cites Contrastive Learning of Musical Representations.

Sona Technical Report Contrastive Learning of Musical Representations

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.126904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e65250c0-53ba-43bb-bd0d-d6eeeaff86dc · outbound

This paper cites Learning to summarize from human feedback.

Sona Technical Report Learning to summarize from human feedback

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.138059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 380d5509-d4e6-44f2-af95-23dfe2a6a9f7 · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

Sona Technical Report RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.146704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb0127c8-cb41-4e9f-aa88-548bef97d789 · outbound

This paper cites Grank: Towards target-aware and streamlined industrial retrieval with a generate-rank framework.

Sona Technical Report Grank: Towards target-aware and streamlined industrial retrieval with a generate-rank framework

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.154454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32fe102d-ee6a-40d2-b242-101946afb400 · outbound

This paper cites Gryphon: A Unified Architecture for Semantic-ID Generation and Item-Level Scoring in Industrial Recommendations.

Sona Technical Report Gryphon: A Unified Architecture for Semantic-ID Generation and Item-Level Scoring in Industrial Recommendations

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.161963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec510c90-c1b9-4d74-b5d8-f1578ca69282 · outbound

This paper cites an unresolved cited work.

Sona Technical Report Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.168277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b4cdb9b-bdaa-4185-b97a-16a180b6fe9a · outbound

This paper cites Scaling Transformers for Discriminative Recommendation via Generative Pretraining.

Sona Technical Report Scaling Transformers for Discriminative Recommendation via Generative Pretraining

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.174783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9f1576c-9586-4a28-ae02-e96fc39e1582 · outbound

This paper cites Onelive: Dynamically unified generative framework for live-streaming recommenda- tion.arXiv preprint arXiv:2602.08612, 2026.

Sona Technical Report Onelive: Dynamically unified generative framework for live-streaming recommenda- tion.arXiv preprint arXiv:2602.08612, 2026

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.181762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ac4ac9f-f402-4146-9147-79c739f180bc · outbound

This paper cites Learnable item tokenization for generative recommendation.

Sona Technical Report Learnable item tokenization for generative recommendation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.188972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b34d9942-eedd-487f-8a0b-16655b6398be · outbound

This paper cites OneLoc: Geo-Aware Generative Recommender Systems for Local Life Service.

Sona Technical Report OneLoc: Geo-Aware Generative Recommender Systems for Local Life Service

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.197299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a87d30b-2f05-47f1-a6b7-7b8ffdae2418 · outbound

This paper cites On layer normalization in the transformer architecture.

Sona Technical Report On layer normalization in the transformer architecture

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.217498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d9fd769-d9de-4a82-8915-7b7abe1ae5a6 · outbound

This paper cites On layer normalization in the transformer architecture.

Sona Technical Report On layer normalization in the transformer architecture

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.224461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a5e5283-c632-4216-8cf8-6fd6732e7eff · outbound

This paper cites Flashinfer: Efficient and customizable attention engine for LLM inference serving.

Sona Technical Report Flashinfer: Efficient and customizable attention engine for LLM inference serving

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.230495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14158f1e-e8d5-4777-9a71-5aefbf7863cf · outbound

This paper cites Sampling-bias-corrected neural modeling for large corpus item recommendations.

Sona Technical Report Sampling-bias-corrected neural modeling for large corpus item recommendations

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.235476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df25f04c-822c-4b5b-b427-8c5c8697a4b9 · outbound

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

Sona Technical Report Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.242011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bfdcc5c-b6e2-4688-9bf4-803927c082a1 · outbound

This paper cites Root Mean Square Layer Normalization.

Sona Technical Report Root Mean Square Layer Normalization

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.250894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9faf4230-9d0a-4420-9017-b761b9127dd2 · outbound

This paper cites Gpr: Towards a generative pre-trained one-model paradigm for large-scale advertising recommendation.arXiv preprint arXiv:2511.10138, 2025.

Sona Technical Report Gpr: Towards a generative pre-trained one-model paradigm for large-scale advertising recommendation.arXiv preprint arXiv:2511.10138, 2025

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.257034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da5e019b-b3fd-489e-a306-8f05797d6266 · outbound

This paper cites Onemall: One architecture, more scenarios — end-to-end generative recommender family at kuaishou e-commerce.arXiv preprint arXiv:2601.21770, 2026.

Sona Technical Report Onemall: One architecture, more scenarios — end-to-end generative recommender family at kuaishou e-commerce.arXiv preprint arXiv:2601.21770, 2026

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.262754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ce3e087-18c1-4081-8d18-195b8669b785 · outbound

This paper cites Scaling user modeling: Large-scale online user representations for ads personalization in meta.

Sona Technical Report Scaling user modeling: Large-scale online user representations for ads personalization in meta

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.276325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 615d7edd-01b7-4310-8d94-d54cb695f288 · outbound

This paper cites PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel.

Sona Technical Report PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.295243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4abfa6b3-4cd0-4dc9-89ca-859e9bf04bbe · outbound

This paper cites Enhancing embedding representation stability in recom- mendation systems with semantic id.

Sona Technical Report Enhancing embedding representation stability in recom- mendation systems with semantic id

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.301800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ae6b204-a9ee-46ab-a965-5a1b2f9084ff · outbound

This paper cites EGA-V2: An End-to-end Generative Framework for Industrial Advertising.

Sona Technical Report EGA-V2: An End-to-end Generative Framework for Industrial Advertising

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.310295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dfdc313-6031-4ef6-bfcf-fed6cc05eb38 · outbound

This paper cites Scaling User Modeling: Large-scale Online User Representations for Ads Personalization in Meta.

Sona Technical Report Scaling User Modeling: Large-scale Online User Representations for Ads Personalization in Meta

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.288069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ad2700a-7607-4f62-b321-ec7140653efc · outbound

This paper cites MTGR: Industrial-Scale Generative Recommendation Framework in Meituan.

Sona Technical Report MTGR: Industrial-Scale Generative Recommendation Framework in Meituan

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:33.998497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8668fc14-b0fc-43b8-aefc-6d5ed8eb6d08 · outbound

This paper cites an unresolved cited work.

Sona Technical Report Unresolved cited work

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:34.211736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.