Paper Citation Record · LEDGER

Bounded-Compute Multimodal Regression for Product-Rating Prediction

As of 5 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2605.27737.

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

pith.paper-citation-record.v1
2605.27737 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T17:58:58.353336Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

30 of 30 outbound references displayed

verified exact5
verified fuzzy0
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 954bfb8d-5d20-430f-82c5-237ba8409e95 · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Flamingo: a visual language model for few-shot learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9b49539-1be0-4f3e-bd93-490228c14ecd · outbound

This paper cites Qwen2 technical report.arXiv (Cornell University), 2024.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Qwen2 technical report.arXiv (Cornell University), 2024

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Unavailable: canonical work link unavailable.

Observation b2b2b2a2-04c8-4354-9a6e-d9a9aa96b987 · outbound

This paper cites Qwen-vl: A versatile vision-language model for un- derstanding, localization, text reading, and beyond, 2023.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Qwen-vl: A versatile vision-language model for un- derstanding, localization, text reading, and beyond, 2023

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Observation 7b4afcd5-708f-4bde-aee7-8a2735c2a104 · outbound

This paper cites Qwen2.5-VL Technical Report.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Qwen2.5-VL Technical Report

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-06-29T18:03:48.006747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d0cf9473-c173-4fe1-8ece-03fbf1a58786 · outbound

This paper cites Mobilevlm : A fast, strong and open vision language assistant for mobile devices.arXiv (Cornell University), 2023.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Mobilevlm : A fast, strong and open vision language assistant for mobile devices.arXiv (Cornell University), 2023

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfa0a8ba-0e56-4d11-8c1b-e98111859d84 · outbound

This paper cites Mobilevlm v2: Faster and stronger baseline for vision language model.arXiv (Cornell University), 2024.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Mobilevlm v2: Faster and stronger baseline for vision language model.arXiv (Cornell University), 2024

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ebb378b-0292-4203-81ab-fa97758028ea · outbound

This paper cites Lovif @ cvpr 2026: Challenge on efficient vlm for multimodal creative qual- ity scoring.https : / / www.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Lovif @ cvpr 2026: Challenge on efficient vlm for multimodal creative qual- ity scoring.https : / / www

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Observation bbe114f4-f3d4-436e-a264-f09c6175d342 · outbound

This paper cites FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning.

Bounded-Compute Multimodal Regression for Product-Rating Prediction FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-06-29T18:03:48.015433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4fcba71d-9a04-47dc-b5a5-b08b92e64a1c · outbound

This paper cites 8-bit Optimizers via Block-wise Quantization.

Bounded-Compute Multimodal Regression for Product-Rating Prediction 8-bit Optimizers via Block-wise Quantization

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T18:03:48.009935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 10077c86-1609-40ea-bf08-406aebb71df7 · outbound

This paper cites SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning.

Bounded-Compute Multimodal Regression for Product-Rating Prediction SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:03:48.020088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 84184723-c0fd-49e7-a73f-e6b6b66e0729 · outbound

This paper cites Vbpr: Visual bayesian per- sonalized ranking from implicit feedback.Proceedings of the AAAI Conference on Artificial Intelligence, 2016.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Vbpr: Visual bayesian per- sonalized ranking from implicit feedback.Proceedings of the AAAI Conference on Artificial Intelligence, 2016

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Observation 57c09eaa-6e4d-4979-b6b4-f8b91cedd08e · outbound

This paper cites Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-06-29T18:03:48.022658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 18a5e3d6-354e-4cc4-9a60-2a7349429d0e · outbound

This paper cites Aesbench: An expert benchmark for multimodal large language models on image aesthetics perception.arXiv (Cornell University), 2024.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Aesbench: An expert benchmark for multimodal large language models on image aesthetics perception.arXiv (Cornell University), 2024

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Unavailable: canonical work link unavailable.

Observation 025742fd-6fdd-4b5a-82ee-edb68e0741ff · outbound

This paper cites Huggingfacetb/smolvlm2-256m-video- instruct model card.https : / / huggingface.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Huggingfacetb/smolvlm2-256m-video- instruct model card.https : / / huggingface

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Observation 5d32b651-92d1-4632-bac3-33dc07cbadde · outbound

This paper cites Mcauley-lab/amazon-reviews- 2023 dataset card.https : / / huggingface.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Mcauley-lab/amazon-reviews- 2023 dataset card.https : / / huggingface

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Unavailable: canonical work link unavailable.

Observation d93a29b1-517e-4fdd-9b98-607927bc2c5f · outbound

This paper cites Building and better understanding vision- language models: insights and future directions.arXiv (Cor- nell University), 2024.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Building and better understanding vision- language models: insights and future directions.arXiv (Cor- nell University), 2024

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c45dc12-8fa9-4112-9fde-59b3ed2025b0 · outbound

This paper cites What matters when building vision-language models? arXiv (Cornell University), 2024.

Bounded-Compute Multimodal Regression for Product-Rating Prediction What matters when building vision-language models? arXiv (Cornell University), 2024

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e508fcc9-4790-46bf-a130-1220796ddabc · outbound

This paper cites Delving deep into engagement prediction of short videos.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Delving deep into engagement prediction of short videos

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Observation 816e0c38-b428-4bec-b381-f1c97b8ddc97 · outbound

This paper cites Vquala 2025 challenge on engagement prediction for short videos: Methods and results.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Vquala 2025 challenge on engagement prediction for short videos: Methods and results

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

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Observation a03191ad-4f39-4158-8751-94a5f2cfe938 · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

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Observation c947d237-d884-46cf-b49a-3fa14bdc858f · outbound

This paper cites Improved baselines with visual instruction tuning.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Improved baselines with visual instruction tuning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4652587-4e2d-4e6e-8471-2d598e55d395 · outbound

This paper cites Multi- perspective coherent reasoning for helpfulness prediction of multimodal reviews.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Multi- perspective coherent reasoning for helpfulness prediction of multimodal reviews

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7abd74f-2170-4e66-aede-41a989e29fdb · outbound

This paper cites Multimodal recommender systems: A survey.ACM Computing Surveys,.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Multimodal recommender systems: A survey.ACM Computing Surveys,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 475d82ca-453a-4d5b-99b1-bcdf107e12e2 · outbound

This paper cites SmolVLM: Redefining small and efficient multimodal models.

Bounded-Compute Multimodal Regression for Product-Rating Prediction SmolVLM: Redefining small and efficient multimodal models

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-06-29T18:03:48.012477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3edd74a3-259b-47fa-8522-68a1a3737f95 · outbound

This paper cites an unresolved cited work.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 235cad66-f27c-482b-a54c-0fc57027e775 · outbound

This paper cites Engagement prediction of short videos with large multimodal models.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Engagement prediction of short videos with large multimodal models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Observation 5bc35159-5c18-4a4e-a417-b30de02e9d02 · outbound

This paper cites Deepseek-vl2: Mixture-of-experts vision-language models for advanced multimodal understanding.arXiv (Cornell Uni- versity), 2024.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Deepseek-vl2: Mixture-of-experts vision-language models for advanced multimodal understanding.arXiv (Cornell Uni- versity), 2024

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Observation 254a3e62-b3c6-44ec-a3bd-e415de2b87ee · outbound

This paper cites an unresolved cited work.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Observation 5f527483-ccbd-4fa5-9c48-86e751d13962 · outbound

This paper cites Minicpm-v: A gpt-4v level mllm on your phone.arXiv (Cor- nell University), 2024.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Minicpm-v: A gpt-4v level mllm on your phone.arXiv (Cor- nell University), 2024

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 346d74f4-b520-4b0b-94fa-7265c178d044 · outbound

This paper cites Depicting beyond scores: Advanc- ing image quality assessment through multi-modal language models.Lecture notes in computer science, 2024.

Bounded-Compute Multimodal Regression for Product-Rating Prediction Depicting beyond scores: Advanc- ing image quality assessment through multi-modal language models.Lecture notes in computer science, 2024

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T17:58:58.353336Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.