Paper Citation Record · LEDGER

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation

As of 22 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2607.25901.

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

pith.paper-citation-record.v1
2607.25901 v2

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T03:30:33.652853Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

43 of 43 outbound references displayed

verified exact0
verified fuzzy0
unresolved43
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bdc4f353-325b-4aa4-8ff7-ad44281f4dee · outbound

This paper cites Qwen3-VL Technical Report.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Qwen3-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.541402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49dcef90-c327-4011-a7c6-217672d69aaa · outbound

This paper cites TALLRec: An effective and efficient tuning framework to align large language model with recommendation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation TALLRec: An effective and efficient tuning framework to align large language model with recommendation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.545202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0f102fa-431a-46be-a074-4fb0e1c4dac1 · outbound

This paper cites VRAgent-R1: Boosting Video Recommendation with MLLM-based Agents via Reinforcement Learning.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation VRAgent-R1: Boosting Video Recommendation with MLLM-based Agents via Reinforcement Learning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.547880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79c4067c-6262-46c7-8092-80702a0abccd · outbound

This paper cites Describe what you see with multimodal large language models to enhance video recommendations.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Describe what you see with multimodal large language models to enhance video recommendations

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.550854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eebda58d-3d51-4c3e-adeb-33573267630c · outbound

This paper cites Scaling laws for reward model overoptimization.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Scaling laws for reward model overoptimization

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.553385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69a8ea62-0c8f-4cc3-af30-dfc55e71ffdc · outbound

This paper cites Recommendation as language pro- cessing (RLP): A unified pretrain, personalized prompt & predict paradigm (P5).

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Recommendation as language pro- cessing (RLP): A unified pretrain, personalized prompt & predict paradigm (P5)

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.555561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28fbda92-01b9-4833-a027-c74ccd638340 · outbound

This paper cites Gemini 3.1 pro model card.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Gemini 3.1 pro model card

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.558163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e64ab39c-a2f0-4802-85ea-b0b1833b40dd · outbound

This paper cites LGMRec: Local and global graph learning for multimodal recommendation.Pro- ceedings of the AAAI Conference on Artificial Intelli- gence, 38(8):8454–8462, 2024.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation LGMRec: Local and global graph learning for multimodal recommendation.Pro- ceedings of the AAAI Conference on Artificial Intelli- gence, 38(8):8454–8462, 2024

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.560833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7652adb3-16bd-418a-bebf-186f30d530fc · outbound

This paper cites VBPR: Visual bayesian personalized ranking from implicit feedback.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation VBPR: Visual bayesian personalized ranking from implicit feedback

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.563601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7ad77b9-699c-468e-825b-9a3cf1e2e28a · outbound

This paper cites LightGCN: Simplifying and powering graph convolution network for recommen- dation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation LightGCN: Simplifying and powering graph convolution network for recommen- dation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.566243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22e51bd6-45c7-47a0-8953-26b0e7c23bf2 · outbound

This paper cites Session-based recommen- dations with recurrent neural networks.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Session-based recommen- dations with recurrent neural networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.568765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 726035ab-1806-413a-a2d2-7a770f31e4f0 · outbound

This paper cites Learning deep structured semantic models for web search using clickthrough data.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Learning deep structured semantic models for web search using clickthrough data

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.571060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00b622b1-c19d-40c4-9433-887a5ef29271 · outbound

This paper cites Large language models meet collaborative filtering: An efficient all-round LLM-based recommender system.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Large language models meet collaborative filtering: An efficient all-round LLM-based recommender system

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.573385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4475903b-8bc3-4a7a-a772-9c4e07f7841a · outbound

This paper cites Pick-a-pic: An open dataset of user preferences for text-to-image gen- eration.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Pick-a-pic: An open dataset of user preferences for text-to-image gen- eration

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.575724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4832a6f-e952-42d7-92ef-6489a029a459 · outbound

This paper cites LLaRA: Large language-recommendation assistant.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation LLaRA: Large language-recommendation assistant

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.577839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4ae3bfd-1b6c-4981-90af-430077bd57e4 · outbound

This paper cites ReLLa: Retrieval-enhanced large language models for lifelong sequential behavior com- prehension in recommendation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation ReLLa: Retrieval-enhanced large language models for lifelong sequential behavior com- prehension in recommendation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.580068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 638b2b91-3daf-416f-afc3-a0360500bb44 · outbound

This paper cites Rec-R1: Bridg- ing generative large language models and user-centric recommendation systems via reinforcement learning.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Rec-R1: Bridg- ing generative large language models and user-centric recommendation systems via reinforcement learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.582373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61a0711e-6ac6-4f99-b47f-6e7fe6ada29a · outbound

This paper cites AlignRec: Aligning and training in multimodal recommendations.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation AlignRec: Aligning and training in multimodal recommendations

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.584608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3178b54a-7ba3-45d5-a6ef-f85169d08170 · outbound

This paper cites Towards Comprehensible Recommendation with Large Language Model Fine-tuning.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Towards Comprehensible Recommendation with Large Language Model Fine-tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.586922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ad60cbe-4184-406b-a230-0fd0f83e9d85 · outbound

This paper cites OpenAI GPT-5 System Card.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation OpenAI GPT-5 System Card

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.589413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50336902-b9e1-48c7-8615-99048a3bae35 · outbound

This paper cites an unresolved cited work.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.591811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae41479c-6fb7-409c-a470-f8397e7744f7 · outbound

This paper cites Qwen3.5: Towards native multimodal agents.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Qwen3.5: Towards native multimodal agents

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.594281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5fff1a7-9bf9-43ff-bf8d-4509e88c78e9 · outbound

This paper cites Manning, Stefano Ermon, and Chelsea Finn.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Manning, Stefano Ermon, and Chelsea Finn

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.596788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03cc1849-a598-4eb2-b997-6ab438c0b81c · outbound

This paper cites Representation learning with large language models for recommendation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Representation learning with large language models for recommendation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.598835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2fec156-d9e2-48af-80e0-448c24bf78bf · outbound

This paper cites Rennie, Etienne Marcheret, Youssef Mroueh, Jerret Ross, and Vaibhava Goel.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Rennie, Etienne Marcheret, Youssef Mroueh, Jerret Ross, and Vaibhava Goel

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.603066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce0a1e6d-0d80-405a-b8b5-3eff0d0d7e91 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.605285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efc680db-7899-4ade-8804-a7bf68250879 · outbound

This paper cites Minimum risk train- ing for neural machine translation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Minimum risk train- ing for neural machine translation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.607793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7de0cc-ac2a-4aed-91e4-c523336b313a · outbound

This paper cites Christiano.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Christiano

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.609797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 579a3890-49c3-48d7-9390-f95bd8ef5f30 · outbound

This paper cites MISSRec: Pre- training and transferring multi-modal interest-aware se- quence representation for recommendation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation MISSRec: Pre- training and transferring multi-modal interest-aware se- quence representation for recommendation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.611748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17f9e3da-cd2d-4898-8333-be7abe8d1a97 · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.613763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7e5bdd-44d9-404a-81d6-156d92f789b5 · outbound

This paper cites GRCN: Graph-refined convolu- tional network for multimedia recommendation with implicit feedback.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation GRCN: Graph-refined convolu- tional network for multimedia recommendation with implicit feedback

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.616422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cd47907-a34f-48ca-befe-520e35bfe0f3 · outbound

This paper cites MMGCN: Multi- modal graph convolution network for personalized rec- ommendation of micro-video.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation MMGCN: Multi- modal graph convolution network for personalized rec- ommendation of micro-video

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.618550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fca79848-7a5a-4784-aff9-bddf4fe2c9b6 · outbound

This paper cites Im- ageReward: Learning and evaluating human preferences for text-to-image generation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Im- ageReward: Learning and evaluating human preferences for text-to-image generation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.620997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31ce8d52-d662-41a3-b307-59e46697cef1 · outbound

This paper cites SARM: LLM-augmented semantic anchor for end-to-end live-streaming ranking.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation SARM: LLM-augmented semantic anchor for end-to-end live-streaming ranking

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.623059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a2f85b4-d705-45c4-a4de-ac7794ef1ec7 · outbound

This paper cites Multi-view graph convolutional network for mul- timedia recommendation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Multi-view graph convolutional network for mul- timedia recommendation

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.625103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5255953c-d670-4865-953f-538c1d62b55e · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.628148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44ce3d9f-9f90-4c0b-a2f4-e64afb98d253 · outbound

This paper cites Jose, and Xiangnan He.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Jose, and Xiangnan He

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.630924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ada20c5-e626-4958-92b1-fe1823c55728 · outbound

This paper cites NoteLLM-2: Multimodal large representation models for recommendation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation NoteLLM-2: Multimodal large representation models for recommendation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.634700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad9c9658-3625-4193-83c5-49760a696502 · outbound

This paper cites Mining latent struc- tures for multimedia recommendation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Mining latent struc- tures for multimedia recommendation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.639556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e7ec704-e932-4424-80d1-def4ccf2afca · outbound

This paper cites A tale of two graphs: Freez- ing and denoising graph structures for multimodal rec- 11 ommendation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation A tale of two graphs: Freez- ing and denoising graph structures for multimodal rec- 11 ommendation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.644265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e5cf1e5-f728-4bee-aa1e-3dcf641d9ef2 · outbound

This paper cites Bootstrap latent representations for multi-modal recom- mendation.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Bootstrap latent representations for multi-modal recom- mendation

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.648649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3afa9628-1f95-4d12-9e88-a52dcbebeed2 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.652853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1cdac34-6519-4f17-a2b6-da88c39eb943 · outbound

This paper cites an unresolved cited work.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Unresolved cited work

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.600710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.