Paper Citation Record · LEDGER

Group Preference Collapse in Personalized Multimodal Large Language Models

As of 7 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2607.22603.

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

pith.paper-citation-record.v1
2607.22603 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T11:29:31.841667Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

46 of 46 outbound references displayed

verified exact0
verified fuzzy0
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 363e0488-88ba-4a9a-9cb9-cd71218e647d · outbound

This paper cites MyVLM: Personalizing VLMs for user-specific queries.

Group Preference Collapse in Personalized Multimodal Large Language Models MyVLM: Personalizing VLMs for user-specific queries

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:27.353508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43a134b4-7f1a-444b-b8fe-c7465263b9dd · outbound

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

Group Preference Collapse in Personalized Multimodal Large Language Models Flamingo: A visual language model for few-shot learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:27.441909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78144ef0-a5b9-4694-a795-1c18bdc66773 · outbound

This paper cites MC-LLaV A: Multi-concept personalized vision-language model.arXiv preprint arXiv:2411.11706, 2024.

Group Preference Collapse in Personalized Multimodal Large Language Models MC-LLaV A: Multi-concept personalized vision-language model.arXiv preprint arXiv:2411.11706, 2024

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:27.519353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e98eb5a-903d-419d-97c7-3862225788a5 · outbound

This paper cites Lawrence Zitnick, and Devi Parikh.

Group Preference Collapse in Personalized Multimodal Large Language Models Lawrence Zitnick, and Devi Parikh

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:27.641190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7863a6fb-82c8-4bba-ae80-86b4736818b8 · outbound

This paper cites Online-PVLM: Advancing personalized VLMs with online concept learning.arXiv preprint arXiv:2511.20056, 2025.

Group Preference Collapse in Personalized Multimodal Large Language Models Online-PVLM: Advancing personalized VLMs with online concept learning.arXiv preprint arXiv:2511.20056, 2025

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:27.699688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29abe976-79dd-4676-afc9-8672c49a0ae6 · outbound

This paper cites Qwen2.5-VL Technical Report.

Group Preference Collapse in Personalized Multimodal Large Language Models Qwen2.5-VL Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:27.786564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d56df7ed-2bc8-488c-86cf-91e247800efc · outbound

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

Group Preference Collapse in Personalized Multimodal Large Language Models Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:27.868074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b0b8618-0761-4c4a-be80-df01c43443af · outbound

This paper cites an unresolved cited work.

Group Preference Collapse in Personalized Multimodal Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:27.953076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a4116ea-0937-48f4-9762-b9754fcacc1d · outbound

This paper cites Speaker role contextual modeling for language understanding and dialogue policy learning.

Group Preference Collapse in Personalized Multimodal Large Language Models Speaker role contextual modeling for language understanding and dialogue policy learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.016659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51ef6f20-71bb-4761-aa06-901e6cbb650f · outbound

This paper cites Christiano, Jan Leike, Tom B.

Group Preference Collapse in Personalized Multimodal Large Language Models Christiano, Jan Leike, Tom B

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.076588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8851a29c-cd67-4af0-bf4b-1c99e2e17d1e · outbound

This paper cites this is my unicorn, fluffy.

Group Preference Collapse in Personalized Multimodal Large Language Models this is my unicorn, fluffy

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.147776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9629b677-6294-4262-aebc-7245076eef47 · outbound

This paper cites Class-balanced loss based on effective number of samples.

Group Preference Collapse in Personalized Multimodal Large Language Models Class-balanced loss based on effective number of samples

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.209573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 930c72dd-678f-4a5c-9b66-223c6bc350e5 · outbound

This paper cites an unresolved cited work.

Group Preference Collapse in Personalized Multimodal Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.274517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bcbc6ee-1648-4700-8def-09cfd2a47d8d · outbound

This paper cites KTO: Model alignment as prospect theoretic optimization.

Group Preference Collapse in Personalized Multimodal Large Language Models KTO: Model alignment as prospect theoretic optimization

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.314366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 833661c4-34e7-4c92-a322-91656644ceca · outbound

This paper cites Guided mllm reasoning: Enhancing mllm with knowledge and visual notes for visual question answering.

Group Preference Collapse in Personalized Multimodal Large Language Models Guided mllm reasoning: Enhancing mllm with knowledge and visual notes for visual question answering

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.397529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea7f695c-d585-4080-a93e-376b029f9da9 · outbound

This paper cites Procaccia, Itai Shapira, Yevgeniy V orobeychik, and Junlin Wu.

Group Preference Collapse in Personalized Multimodal Large Language Models Procaccia, Itai Shapira, Yevgeniy V orobeychik, and Junlin Wu

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.469844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8968fec-1dcb-4747-bdbd-4c915a244434 · outbound

This paper cites Bradley Knox, and Dorsa Sadigh.

Group Preference Collapse in Personalized Multimodal Large Language Models Bradley Knox, and Dorsa Sadigh

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.578195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02a61bd7-3640-4527-9d4c-168c5a27bc7b · outbound

This paper cites Boosting mllm reasoning with text-debiased hint-grpo.

Group Preference Collapse in Personalized Multimodal Large Language Models Boosting mllm reasoning with text-debiased hint-grpo

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.671554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b50b629-b8db-45a0-94a0-b994a0d1d5d3 · outbound

This paper cites MMPB: It’s time for multi-modal personalization.

Group Preference Collapse in Personalized Multimodal Large Language Models MMPB: It’s time for multi-modal personalization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.783159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77cea277-5c91-42d2-abf5-8a56d0f6d622 · outbound

This paper cites LLaV A-OneVision: Easy visual task transfer.

Group Preference Collapse in Personalized Multimodal Large Language Models LLaV A-OneVision: Easy visual task transfer

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.874961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa0cdbf3-5fce-4603-af8e-e725799605f8 · outbound

This paper cites Spithourakis, Jianfeng Gao, and Bill Dolan.

Group Preference Collapse in Personalized Multimodal Large Language Models Spithourakis, Jianfeng Gao, and Bill Dolan

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:28.958077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 677e4935-7773-4d42-8048-0b739bc0a63d · outbound

This paper cites an unresolved cited work.

Group Preference Collapse in Personalized Multimodal Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:29.073379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d7753f2-fd46-4f6c-a6d5-04b682a174bb · outbound

This paper cites MM-Prompt: Cross-Modal Prompt Tuning for Continual Visual Question Answering.

Group Preference Collapse in Personalized Multimodal Large Language Models MM-Prompt: Cross-Modal Prompt Tuning for Continual Visual Question Answering

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:29.185783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d22434fb-5c1a-4019-b7a2-451c29e6fff0 · outbound

This paper cites Focal loss for dense object detection.

Group Preference Collapse in Personalized Multimodal Large Language Models Focal loss for dense object detection

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:29.274038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b5a2fd8-263d-4087-9c4d-058ea0f03ba0 · outbound

This paper cites Improved baselines with visual instruction tuning.

Group Preference Collapse in Personalized Multimodal Large Language Models Improved baselines with visual instruction tuning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:29.395102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9ef3d90-3050-4e3e-923a-8f5f3507dd7b · outbound

This paper cites LLaV A-NeXT: Improved reasoning, OCR, and world knowledge.

Group Preference Collapse in Personalized Multimodal Large Language Models LLaV A-NeXT: Improved reasoning, OCR, and world knowledge

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:29.540632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3194a284-77f0-4a1a-bb43-6853e2f80fa1 · outbound

This paper cites Decoupled weight decay regularization.

Group Preference Collapse in Personalized Multimodal Large Language Models Decoupled weight decay regularization

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:29.688453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2171b9af-de4f-49da-876a-accb3fa5fa32 · outbound

This paper cites Yo’LLaV A: Your personalized language and vision assistant.

Group Preference Collapse in Personalized Multimodal Large Language Models Yo’LLaV A: Your personalized language and vision assistant

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:29.805566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a00f296-aa4e-4f3f-9de8-5349f83b454b · outbound

This paper cites Yo’Chameleon: Personalized vision and language generation.

Group Preference Collapse in Personalized Multimodal Large Language Models Yo’Chameleon: Personalized vision and language generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:29.920049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f5cfd40-4b7f-4ac8-aefb-31a92432182b · outbound

This paper cites Christiano, Jan Leike, and Ryan Lowe.

Group Preference Collapse in Personalized Multimodal Large Language Models Christiano, Jan Leike, and Ryan Lowe

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:30.087271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e80df0f-b8b8-444e-a6da-77c5c8cc388c · outbound

This paper cites PLVM: A tuning-free approach for personalized large vision-language model.

Group Preference Collapse in Personalized Multimodal Large Language Models PLVM: A tuning-free approach for personalized large vision-language model

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:30.185345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78509c1a-264a-4fac-a9bd-e39b72227eb7 · outbound

This paper cites Personalized visual instruction tuning.

Group Preference Collapse in Personalized Multimodal Large Language Models Personalized visual instruction tuning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:30.246992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98c2e0fa-172d-4996-920d-5f13ff6a81d5 · outbound

This paper cites Manning, and Chelsea Finn.

Group Preference Collapse in Personalized Multimodal Large Language Models Manning, and Chelsea Finn

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:30.351233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d96c0728-e52c-411b-ad47-6f5f0707fc4c · outbound

This paper cites BPR: Bayesian personalized ranking from implicit feedback.

Group Preference Collapse in Personalized Multimodal Large Language Models BPR: Bayesian personalized ranking from implicit feedback

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:30.478137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ccddb4b-deaa-467d-bce7-7b6c017a452f · outbound

This paper cites Personalization toolkit: Training free personalization of large vision language models.TMLR, 2026.

Group Preference Collapse in Personalized Multimodal Large Language Models Personalization toolkit: Training free personalization of large vision language models.TMLR, 2026

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:30.606713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 811055b7-4aae-476b-8045-dbe863f48d54 · outbound

This paper cites Towards dynamic modality alignment in multimodal continual learning.

Group Preference Collapse in Personalized Multimodal Large Language Models Towards dynamic modality alignment in multimodal continual learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:30.727186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a41217e9-da63-49e8-a298-9575774b35a2 · outbound

This paper cites Visual position prompt for MLLM based visual grounding.IEEE TMM, 2026.

Group Preference Collapse in Personalized Multimodal Large Language Models Visual position prompt for MLLM based visual grounding.IEEE TMM, 2026

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:30.850448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 686f50fd-f0aa-4ee9-a342-0b093bc58035 · outbound

This paper cites Partition-then-adapt: Combating prediction bias for reliable multi-modal test-time adaptation.

Group Preference Collapse in Personalized Multimodal Large Language Models Partition-then-adapt: Combating prediction bias for reliable multi-modal test-time adaptation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:31.023823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0132162d-3666-4ffa-96e8-0b041d7a0f86 · outbound

This paper cites Marten: Visual question answering with mask generation for multi-modal document understanding.

Group Preference Collapse in Personalized Multimodal Large Language Models Marten: Visual question answering with mask generation for multi-modal document understanding

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:31.131329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9809e8c4-2c23-4d3d-8d2f-2daad1efc998 · outbound

This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.

Group Preference Collapse in Personalized Multimodal Large Language Models DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:31.278555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eadb0ca-9e5c-4e28-aedf-a6ad56ba91df · outbound

This paper cites TG-LLaV A: Text guided LLaV A via learnable latent embeddings.Proceedings of the AAAI Conference on Artificial Intelligence, 39(9):9076–9084, 2025.

Group Preference Collapse in Personalized Multimodal Large Language Models TG-LLaV A: Text guided LLaV A via learnable latent embeddings.Proceedings of the AAAI Conference on Artificial Intelligence, 39(9):9076–9084, 2025

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:31.350954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ca8e6a6-e537-4203-bdc5-b626124dcde0 · outbound

This paper cites Meta- personalizing vision-language models to find named instances in video.

Group Preference Collapse in Personalized Multimodal Large Language Models Meta- personalizing vision-language models to find named instances in video

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:31.455526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcede9f4-2d0d-484c-8392-5dca61bcd509 · outbound

This paper cites Personalizing dialogue agents: I have a dog, do you have pets too? InACL, pages 2204–2213, 2018.

Group Preference Collapse in Personalized Multimodal Large Language Models Personalizing dialogue agents: I have a dog, do you have pets too? InACL, pages 2204–2213, 2018

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:31.530514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc6f8f27-b50b-4bdf-9e7f-d84082a97c5f · outbound

This paper cites LOV A3: Learning to visual question answering, asking and assessment.

Group Preference Collapse in Personalized Multimodal Large Language Models LOV A3: Learning to visual question answering, asking and assessment

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:31.623035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5e39ca2-5bdd-4e1e-8159-6dcc334e33db · outbound

This paper cites MiniGPT-4: Enhancing vision-language understanding with advanced large language models.

Group Preference Collapse in Personalized Multimodal Large Language Models MiniGPT-4: Enhancing vision-language understanding with advanced large language models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:31.754112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efaa057c-a97f-479a-8902-e032e6d6896a · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

Group Preference Collapse in Personalized Multimodal Large Language Models Fine-Tuning Language Models from Human Preferences

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:31.841667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.