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Paper Citation Record · LEDGER

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models

As of 13 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2412.17505.

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

pith.paper-citation-record.v1
2412.17505 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:29:59.265768Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:37:29.948791Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-12T14:37:31.046082Z

Reference resolution

50 of 50 outbound references displayed

  • verified exact19
  • verified fuzzy2
  • unresolved28
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 01988932-b5e8-44d9-bded-93c62acbeb64 · outbound

This paper cites Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review

Reference 1

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unresolved
no resolver link, observed 2026-08-11T05:29:59.066469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.066469Z digest=sha256:bbbcc0a1e346cd26930f80b6ab0f6b0b58b2246962febffac8730c3ed339dec8

Observation 160ae93c-6a79-4078-beaf-cb7d277277a1 · outbound

This paper cites Multimodal Categorization of Crisis Events in Social Media.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Multimodal Categorization of Crisis Events in Social Media

Reference 2

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verified exact
local_arxiv, observed 2026-08-11T05:29:59.694647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.071709Z digest=sha256:fa1a4c2cefc5226a3c6fb8a446155248f5cb3ae8c66cb5fc55e00fb7a88cdd8f

Observation ff3c5cb5-8c81-4b88-b0e2-d2eaf10c9e70 · outbound

This paper cites Analysis of Social Media Data using Multimodal Deep Learning for Disaster Response.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Analysis of Social Media Data using Multimodal Deep Learning for Disaster Response

Reference 3

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no resolver link, observed 2026-08-11T05:29:59.076045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.076045Z digest=sha256:6541a999d19a745f546323cc75d6fcef42274e2db854b1096cea04ce8362b7df

Observation 112fb7f4-4b94-42c7-82c4-a3969e5d4b51 · outbound

This paper cites Retrieval From and Understanding of Large-Scale Multi-modal Medical Datasets: A Review.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Retrieval From and Understanding of Large-Scale Multi-modal Medical Datasets: A Review

Reference 4

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metadata mismatch
raw_fallback, observed 2026-08-11T05:30:00.620080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.081515Z digest=sha256:ddc8e6cbfa2b0f3419674a22aa75b765c6c8a445dd77881315ff0613297fd4d3

Observation 078da003-6af7-4157-9dcc-36aafdb99968 · outbound

This paper cites CLIPSyntel: CLIP and LLM Synergy for Multimodal Question Summarization in Healthcare.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models CLIPSyntel: CLIP and LLM Synergy for Multimodal Question Summarization in Healthcare

Reference 5

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verified exact
local_arxiv, observed 2026-08-11T05:29:59.667363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.086143Z digest=sha256:e2b905e14d58672f81b16bc35f9f89aee871b81afd7b471d4745ab4a6b63d188

Observation 6626e29e-be06-4752-9d9c-ec8697c570db · outbound

This paper cites Beyond Medical Imaging - A Review of Multimodal Deep Learning in Radiology.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Beyond Medical Imaging - A Review of Multimodal Deep Learning in Radiology

Reference 6

Resolution
verified exact
doi, observed 2026-08-11T05:29:59.649060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.090511Z digest=sha256:98782aba2bc9997eb839fc54facf179f4ab98fa36ed06c47056c289fb74e7c3e

Observation 9d0ac587-5609-4f46-85bd-5f5d2fe09731 · outbound

This paper cites Using AI and Social Media Multimodal Content for Disaster Response and Management: Opportunities, Challenges, and Future Directions.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Using AI and Social Media Multimodal Content for Disaster Response and Management: Opportunities, Challenges, and Future Directions

Reference 7

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no resolver link, observed 2026-08-11T05:29:59.094902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.094902Z digest=sha256:72d611bc7962ddb127d74a6f4d9562549d68ca21fea09ef6bd0b45fbecedc4e4

Observation 911f3581-de88-4380-8e09-4d97732023c6 · outbound

This paper cites Fusing Visual and Textual Information to Determine Content Safety.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Fusing Visual and Textual Information to Determine Content Safety

Reference 8

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verified exact
raw_fallback, observed 2026-08-11T05:30:00.473627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.098845Z digest=sha256:e84e93a31b1dc25eacf73629f9d1cd6d7af3e0bdf9cb8d3f321af883d0cbe45d

Observation 7bf5cf3f-b409-4cdd-a337-6cd182f3e90d · outbound

This paper cites Safety and Fairness for Content Moderation in Generative Models.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Safety and Fairness for Content Moderation in Generative Models

Reference 9

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no resolver link, observed 2026-08-11T05:29:59.103160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.103160Z digest=sha256:80714b172e65c1519c298a21c88155a974c2957ce08cd8587ff113442b9b7f9b

Observation 03be5b9f-108c-4500-bd4d-698f68ddd5c4 · outbound

This paper cites Formalizing Multimedia Recommendation through Multimodal Deep Learning.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Formalizing Multimedia Recommendation through Multimodal Deep Learning

Reference 10

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verified exact
local_arxiv, observed 2026-08-11T05:29:59.625264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.108759Z digest=sha256:a3e30cd041cd14faeff354f52ce8d81778a6c124e6e1a72dea6296502dcb2cf0

Observation a7addf5e-020b-416c-acff-15415b34a445 · outbound

This paper cites Review of multimodal machine learning approaches in healthcare.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Review of multimodal machine learning approaches in healthcare

Reference 11

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verified exact
local_arxiv, observed 2026-08-11T05:29:59.608958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.113452Z digest=sha256:98ef32967f3e7b222d3e337c984d462a316616d5fb5eef9e92fa1ef364334ad8

Observation 91960538-1c39-4f53-8661-2f2b1b7e27f1 · outbound

This paper cites Multi-modality approaches for medical support systems: A systematic review of the last decade.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Multi-modality approaches for medical support systems: A systematic review of the last decade

Reference 12

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no resolver link, observed 2026-08-11T05:29:59.117651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.117651Z digest=sha256:50a52946fa7bb896b4a1848b0146231de532323058f4ca61f923fef58ba6c8d9

Observation 29590934-5fb3-4736-917a-fe163e2d8d4e · outbound

This paper cites Multimodal machine learning in precision health: A scoping review.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Multimodal machine learning in precision health: A scoping review

Reference 13

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no resolver link, observed 2026-08-11T05:29:59.121314Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.121314Z digest=sha256:88823e29b30222b74a2114aabbb4d9691432fa0e90acf347c76af1a77a91141d

Observation 50e67252-f0d9-4ee2-91b0-55dba6fa1156 · outbound

This paper cites Performance evaluation of multimodal deep learning: object identification using UAV dataset.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Performance evaluation of multimodal deep learning: object identification using UAV dataset

Reference 14

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verified exact
doi, observed 2026-08-11T05:29:59.586828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.125064Z digest=sha256:923eb45aada1fed078ff8a7c9404332f8a02403c46d3fa88abca807341eb6f97

Observation 01a96973-4a5e-4872-af35-f80226cb73aa · outbound

This paper cites Rethinking Multimodal Content Moderation from an Asymmetric Angle with Mixed-modality.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Rethinking Multimodal Content Moderation from an Asymmetric Angle with Mixed-modality

Reference 15

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no resolver link, observed 2026-08-11T05:29:59.128950Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.128950Z digest=sha256:99199bc91c5c337d8d95a725185e55ce015deec49e5d61e5e34a83be6d6e0325

Observation ced41133-055f-44be-a666-f93268c3ee60 · outbound

This paper cites Robust Person Re-identification with Multi-Modal Joint Defence.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Robust Person Re-identification with Multi-Modal Joint Defence

Reference 16

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unresolved
no resolver link, observed 2026-08-11T05:29:59.132768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.132768Z digest=sha256:09802c63256da21f23d9186031eef04af93522f6e5f7a20dd705069594e3a96c

Observation dd70f3f8-ed75-498a-bbc6-202820019aa7 · outbound

This paper cites Understanding public opinions on chinese short video platform by multimodal sentiment analysis using deep learning-based techniques.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Understanding public opinions on chinese short video platform by multimodal sentiment analysis using deep learning-based techniques

Reference 17

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verified exact
doi, observed 2026-08-11T05:29:59.575217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.136882Z digest=sha256:3dc0688988094f62230271be71f0515b2fcd8e8de5ee78eaebd6b75841fd2bfe

Observation 6c7505f9-0107-461e-87ac-88329ea9d099 · outbound

This paper cites MAMSC: a semantic enhanced representation model for public opinion key node recognition based on multianchor mapping in semantic communities.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models MAMSC: a semantic enhanced representation model for public opinion key node recognition based on multianchor mapping in semantic communities

Reference 18

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verified exact
doi, observed 2026-08-11T05:29:59.563262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.140951Z digest=sha256:3b83c55dced2917413f85df8cdf34299c3237432961502db0d334d965f5934c9

Observation a1eb9065-5841-49e0-97de-53b72835cbfd · outbound

This paper cites Detection and Evaluation of Machine Learning Bias.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Detection and Evaluation of Machine Learning Bias

Reference 19

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verified exact
doi, observed 2026-08-11T05:29:59.550721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.144624Z digest=sha256:d701a18106ac1a7f07af216afa19a4a529037dd727fea21dca45a916e462b578

Observation a8d561a1-dd10-41c4-a63f-659311b9cb23 · outbound

This paper cites Bias in Machine Learning: A Literature Review.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Bias in Machine Learning: A Literature Review

Reference 20

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no resolver link, observed 2026-08-11T05:29:59.148258Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.148258Z digest=sha256:880e1f1bfc3989df51dd475a484b06212319c38e7e3260c8ffeae51ae39f6f29

Observation 6c815ed2-5b2d-45a1-a6b4-0fb3fb041fbf · outbound

This paper cites A Survey on Bias and Fairness in Machine Learning.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models A Survey on Bias and Fairness in Machine Learning

Reference 21

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no resolver link, observed 2026-08-11T05:29:59.151786Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.151786Z digest=sha256:ea43df612447ce370a2a289639f700d6181fe8ab9265ae16ecd224daab6f77ab

Observation 88995298-13ca-47bf-9f2d-d18cd283fbea · outbound

This paper cites RUBi: Reducing Unimodal Biases in Visual Question Answering.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models RUBi: Reducing Unimodal Biases in Visual Question Answering

Reference 22

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verified exact
local_arxiv, observed 2026-08-11T05:29:59.525050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.155384Z digest=sha256:47d1042ec0846589cf939813fc4c9f64d77dcad24111ace7dd382fba1a670eb2

Observation c69708a8-6815-44f3-a102-74b7a5523bde · outbound

This paper cites Towards Understanding and Mitigating Social Biases in Language Models.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Towards Understanding and Mitigating Social Biases in Language Models

Reference 23

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no resolver link, observed 2026-08-11T05:29:59.159231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.159231Z digest=sha256:f6b9a29a77d139afa07d8ab5c5d8ddc0bfbc582a7faa5a7ca34d282b9ec6599a

Observation bb15e2b5-008c-4253-aa54-28cd637d1cd6 · outbound

This paper cites Biases in Large Language Models: Origins, Inventory, and Discussion.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Biases in Large Language Models: Origins, Inventory, and Discussion

Reference 24

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unresolved
no resolver link, observed 2026-08-11T05:29:59.163031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.163031Z digest=sha256:689d63b9b428596701344edcb4cf415eef6aa0f0865e2c37da3dc32921a83b02

Observation 6b3b2cbb-b4fe-4d3f-a766-5dad0cb59064 · outbound

This paper cites Quantifying and Mitigating Unimodal Biases in Multimodal Large Language Models: A Causal Perspective.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Quantifying and Mitigating Unimodal Biases in Multimodal Large Language Models: A Causal Perspective

Reference 25

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unresolved
no resolver link, observed 2026-08-11T05:29:59.166768Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.166768Z digest=sha256:2e6acc87b356bb203686454f59bd164759be08982cea2edd53578fd35d32440a

Observation 110e5ad3-d7da-4b18-892e-bd89acad4595 · outbound

This paper cites an unresolved cited work.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Unresolved cited work

Reference 26

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unresolved
raw_fallback, observed 2026-08-11T05:30:00.657679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.170840Z digest=sha256:53e79d7cbd0b598198c4c520c013dc2539b623a1444880117617a1c349d922e4

Observation 366e0d0c-b120-4d42-b346-80982db41e9c · outbound

This paper cites Kotek, R.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Kotek, R

Reference 27

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unresolved
no resolver link, observed 2026-08-11T05:29:59.174688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.174688Z digest=sha256:86b40f84a83a9e5cca3b4513364ccbeed04ef7143cda260231c5097c70be2d6a

Observation d966641d-4b3f-4f03-a520-437fa993e924 · outbound

This paper cites Manzini, L.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Manzini, L

Reference 28

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unresolved
no resolver link, observed 2026-08-11T05:29:59.178469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.178469Z digest=sha256:30f7b3cb127cef95d5e1bfa51a8c2e8e48c0162440bdcf6ac9af6aadbc3821fc

Observation 7afa112d-7565-4259-baa1-9fcbe879ee53 · outbound

This paper cites Discover and Mitigate Multiple Biased Subgroups in Image Classifiers.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Discover and Mitigate Multiple Biased Subgroups in Image Classifiers

Reference 29

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no resolver link, observed 2026-08-11T05:29:59.182410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.182410Z digest=sha256:94f9afadf7efa661f6c67e8ceaa1a542eaabbe75c22e3ebf46ad90965356e310

Observation 2ace0a52-d8b3-44b5-840a-eba4ab68b982 · outbound

This paper cites Boury-Brisset and J.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Boury-Brisset and J

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-11T05:30:00.645403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.185973Z digest=sha256:d27a50acac7c90610d4ef33a1e90fe1fd59a07eadccfa710c52f46ff8728056e

Observation 1c9d16a2-b774-49ff-86e1-d5af30770890 · outbound

This paper cites an unresolved cited work.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Unresolved cited work

Reference 31

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no resolver link, observed 2026-08-11T05:29:59.189624Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.189624Z digest=sha256:07c0f588e6887d8b46f7208d2a9a958fcc07c2beaf463cb798c5089feb89c527

Observation fb66be9d-c566-4b70-acd7-e08e583dcec8 · outbound

This paper cites Bias in Multimodal AI: Testbed for Fair Automatic Recruitment.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Bias in Multimodal AI: Testbed for Fair Automatic Recruitment

Reference 32

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verified exact
local_arxiv, observed 2026-08-11T05:29:59.474846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.193636Z digest=sha256:a7244430754f7327f10a397a1e4567a9954f283a03bca0618294727b49d04fc7

Observation c80d3572-7d17-4f12-bc10-42ca134c612d · outbound

This paper cites an unresolved cited work.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-11T05:29:59.197535Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.197535Z digest=sha256:43ae2fc22e7eab012534cc3ec210f085ddd062969e3284c9a4f3ab951e659f0d

Observation 9ced4518-b895-4ec0-bd55-b009b4046652 · outbound

This paper cites Bias and Generalization in Deep Generative Models: An Empirical Study.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Bias and Generalization in Deep Generative Models: An Empirical Study

Reference 34

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verified exact
local_arxiv, observed 2026-08-11T05:29:59.457711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.201449Z digest=sha256:221ab4213c0a2fbd10a28bb2960caf0fcf685c088fde8539b6a25ac50d61b040

Observation 3aaf6f4a-1186-4b35-b14d-94cb55c85ff0 · outbound

This paper cites A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning

Reference 35

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no resolver link, observed 2026-08-11T05:29:59.205351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8f788e43-b406-48f1-83cd-526832aee9b1 · outbound

This paper cites Towards Multimodal Sentiment Analysis Debiasing via Bias Purification.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Towards Multimodal Sentiment Analysis Debiasing via Bias Purification

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-08-11T05:29:59.426913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation a4546884-f102-4947-bb60-8a3b5e45b573 · outbound

This paper cites Alasadi, R.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Alasadi, R

Reference 37

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 7600dbcc-67da-4f10-8e4c-24f26cafb291 · outbound

This paper cites Acosta, N.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Acosta, N

Reference 39

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no resolver link, observed 2026-08-11T05:29:59.221206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 285212ff-c840-4f5f-a262-324a235a0533 · outbound

This paper cites Multimodal Composite Association Score: Measuring Gender Bias in Generative Multimodal Models.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Multimodal Composite Association Score: Measuring Gender Bias in Generative Multimodal Models

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T05:29:59.224697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.224697Z digest=sha256:1ee4c195bce4813a59ec997c9ca6e67f124ff181b193e69aa18405dfbacdb086

Observation ebbccbd9-1e35-4353-b62c-7c5f20017004 · outbound

This paper cites Frontiers of multimodal learning: A responsible AI approach.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Frontiers of multimodal learning: A responsible AI approach

Reference 41

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.228246Z digest=sha256:f8e59bc6e71505f40fe7db458c3d28d0fa7693a0bf7ee2dc4f146c77d161994e

Observation 3052b215-d242-4147-8ee9-eb6e87ce2395 · outbound

This paper cites Exposing and Correcting the Gender Bias in Image Captioning Datasets and Models.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Exposing and Correcting the Gender Bias in Image Captioning Datasets and Models

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-11T05:29:59.396401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.231949Z digest=sha256:eac69e12845ef8776dd2dfe6a9a5f87cc88d79a362cf867d5cb08f008bf6295d

Observation 0d95c21b-f1dc-431f-b96a-fbe89e0f7cda · outbound

This paper cites an unresolved cited work.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T05:29:59.235717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 777b37ad-4c59-4df3-97bf-49295ac9ae34 · outbound

This paper cites MultiModal Bias: Introducing a Framework for Stereotypical Bias Assessment beyond Gender and Race in Vision Language Models.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models MultiModal Bias: Introducing a Framework for Stereotypical Bias Assessment beyond Gender and Race in Vision Language Models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T05:29:59.239310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.239310Z digest=sha256:3ad5ee48515d664f2f60083a09a0ae59c4743eb7cc829ff47df177e95a269f7e

Observation 66ccc0eb-befb-4176-8d97-a3a4ee8caeaf · outbound

This paper cites Sawhney, A.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Sawhney, A

Reference 45

Resolution
verified exact
doi, observed 2026-08-11T05:29:59.360317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.243168Z digest=sha256:0058cd9fa228f89e7ca03d42f9d7bb7563a305a764389ddb86f6fe5685a858ae

Observation 3afbabf8-3f8a-4892-99fa-37536eef9332 · outbound

This paper cites an unresolved cited work.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Unresolved cited work

Reference 46

Resolution
verified exact
doi, observed 2026-08-11T05:29:59.347963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.246839Z digest=sha256:db3086725450898dabd3d511edc71967ffcd32b74c6fa68a3328816f7f8eaa51

Observation 59766b7c-55b7-4e78-890a-154c0aadb7a1 · outbound

This paper cites Bias and Fairness on Multimodal Emotion Detection Algorithms.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Bias and Fairness on Multimodal Emotion Detection Algorithms

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-11T05:29:59.250497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.250497Z digest=sha256:d84e815d0ee48db3042d34369978f7736311d253bfbab503a606ead755ec7c98

Observation 02da22e6-1107-4479-b392-a9f9bb669f63 · outbound

This paper cites CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-11T05:29:59.254541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.254541Z digest=sha256:fd0a00f96bc696c8690ced8cb4ca9ea1d2caf9653e5854217cbf0db6afaf0b81

Observation c214f123-b3a7-4b64-87ae-fd3e1dd05df0 · outbound

This paper cites Srinivasan and Y.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Srinivasan and Y

Reference 49

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unresolved
no resolver link, observed 2026-08-11T05:29:59.258206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.258206Z digest=sha256:457dd651507ea0f3c071b8581f8f9e5a6dbf13c217bad430dba614f34b3c4a98

Observation f49643e4-3c9f-4ef9-a63d-019d20bb26b6 · outbound

This paper cites Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-Based Recruitment.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-Based Recruitment

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-11T05:29:59.262100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.262100Z digest=sha256:5775e57e8ed54307faeccd97588fb55a03bd2cd676122d5917c969a06c6d8065

Observation ce321b44-2518-43fe-afdb-c85c52b372e3 · outbound

This paper cites an unresolved cited work.

More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models Unresolved cited work

Reference 51

Resolution
verified exact
doi, observed 2026-08-11T05:29:59.298862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.265768Z digest=sha256:bef0182a40fbfa93072be284097c6dbbeb8afe19322d9d073fd83488559c4dbd

Pith citing papers

Observation 60dee190-63ca-409d-ac93-ed8fba7883a3 · inbound

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences cites this paper.

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-08-12T14:37:31.049589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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