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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 22 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 2026-08-22T06:32:14.747728+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:fb2d50cceb93c98fc0da66c3ff2463175ed81cf9b79dad59ecd926c18523ca03

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.071709Z digest=sha256:99449915f5f22ebec851d398a43e934eedf2160be22f7c4ead097c295d951726

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=sha256:6115f064ad7c5a3e0cd8c97732c0a7d0f73a2815c767fc8b09e7b254df355e00

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.081515Z digest=sha256:dd79092150b743955510a767647c63fa44e2f9e1dd005276268f13db75c1bcfc

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.086143Z digest=sha256:387a94b34bbef9def4e2ba8bbb9c40fbf8a5d3e89550086ef3ed5bdefd6f0680

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.090511Z digest=sha256:e8e6f38bd655a73266ac86fbd7f9c8f3e12aa59ad564fda1f8443a6acf5efc49

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:f3d4a74f988488af389ae87b1b9a7b9c6fa9d7a9a96f5e9b3ee3c18185d90472

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.098845Z digest=sha256:ddd454241311a165e0723fc63284b08c01adc6847fee7df13c4463c61bb90ea9

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=sha256:9347725b72ee96baa448702a6d0392234bf66405f8f2a1272fb9f18779bc1263

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.108759Z digest=sha256:2753e1ae01a2a4496f9792396566c96041d1c51b23405592283a352c851e95ed

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.113452Z digest=sha256:9538056e31d9b416251314e308adfd06e3f3efc71ef8f5115dc85198dbd53692

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:bc9427dd26b23cca37dc4db4931655951f735b13c4fda50860b48b2033864e9b

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=sha256:1631bac936cf7be928930affd5c5664e773163f3e319b684c84244ca3a3029fa

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.125064Z digest=sha256:29f379e8655035d47ed9993d99a5098fb08fcbc082593e643eb7c6f382c79b49

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.128950Z digest=sha256:0e2881da8e229670becc92551bfc99d56b5815a4097bc84ac353ce0b5eb727b1

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=sha256:6ea46c31e75693af929c96b025f7e1b0d6e7084fd5163ea9770d4ce35291685e

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.136882Z digest=sha256:98a080ad696ab9325e5cbc13781075a092402a51d73caf34eb49de7f1330f97f

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.140951Z digest=sha256:3671896cbf763fc04135cbe75b9b1dfd195d027eff421c2fafe1ab7758ef5579

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.144624Z digest=sha256:10e6b0f5a20e1e0928b91006920960ae5b1d32a4a8677c136583a7dc2b0903d4

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.148258Z digest=sha256:8d9ab0828eaba0a706883426d9a1a2251c00e06c14ae46848f0efd359ce27f66

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:feffa4581fffb25d23931f0b1b29d270e801fc5ffe2f268d055aee043e9ffa36

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.155384Z digest=sha256:2368a14673e2c0d2c1f53804ca24b442c5f301772f546f812c9d293098d37448

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=sha256:1c1d2730a77aff4d965dcdd08c9adb5e6b677cd98de5b8aa00b1f55e37e0ba30

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=sha256:2328fa4cfe67bf5a9d0b4a04307d49927de75a6044e7c9ae20998fb5a2646d04

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.166768Z digest=sha256:20ba2104838b4ae916c9c6d6fa9acf8a6cb56c4a54d3504c301aa6179e3f0278

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.170840Z digest=sha256:378fdb8417cac4d3e91a3c0013bb9826c239ff41b94cd7f570a04be2f4e74952

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:f7aa5e4da6e106cff8cdf287270aa2a8a41a0174ead789c59464d03954267edb

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=sha256:90c620b5e571caac1cc3dc5d9b79b6bf4c79b586add872f5d395c7f280f4f5cd

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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unresolved
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=sha256:3994a9ab46884b5a6aea9367adcf765746f18bce438d3b354fb9259d35ae2952

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.185973Z digest=sha256:9ee56f7a82d7bc2ec5af745d984caa6619b3de7d21a2c4113facda79c90d7461

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.189624Z digest=sha256:1c42eefe07531392219f5e967b21ea46af93723c896514add2c70254fdec776e

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.193636Z digest=sha256:8ff661e2f4a63edfc266ed0ef1a0a05efa52e63d13c8b9cb30ecdc2098725287

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:caa3f0645533e843d3c94dca21a7c5f6d038b8e0ea74047621c7cf9de21ad3f9

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.201449Z digest=sha256:b7af94c588f47226ee4729d1df715b08cd0f0580b0774ae16bb3356187ea709e

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.205351Z digest=sha256:362a450f9b7192b85452435d7b902c9cd6f43dbe282276a83e07d1e6c53ccb78

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.209316Z digest=sha256:0228893d2c5e6f38b3608e7ad61b157469b34f21ed623e678d809ff9ed41d918

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
raw_fallback, observed 2026-08-11T05:29:59.916023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.213340Z digest=sha256:4e6b7111a9d1c9ca460e353706e2ce24e359e8b61d4f74dd97a340d9d14079f9

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T05:29:59.221206Z digest=sha256:d733f3e0bc0f56c9973ab5ef731fa855ca6ec466be8fea3ef291ddec15d6de8d

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:ff62772a02a16c49cc138fcc8fca78b0b72b023007f595f1982963f3b280a132

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
raw_fallback, observed 2026-08-11T05:30:00.633317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.228246Z digest=sha256:90ae95a7a036db864d164e485750537e5918a0d58aeae7b70cd5725ac9667ccf

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.231949Z digest=sha256:ea6f15d7932bc3eddaa22b6909e1e4293abafaa8fd729322d5e70c04ed9c240f

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.

source=arxiv_source observed=2026-08-11T05:29:59.235717Z digest=sha256:d7a11ecd4fd7edcf22174844241ad2077ec1ba21f28c7ec5e4d22a1ad97e68e9

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=sha256:1a23971c663478431a4567cc5d971ea1eba85484242aad7d4dff9f5494b9669b

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.243168Z digest=sha256:98083b1b0dd4d1272248de42ac638abb4de4cea67c0e6c448693abb2376e7dfd

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.246839Z digest=sha256:bac314575045f2f95cdb5fbbec4d9f554e9854f1c8ce9a84117c0b9d78c5418f

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:bbf4f7f0fd7890a77eaeb9e46c5e90ea9b289c0ad2d1015bddcc0df9c6d85198

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:ea3f49c9e5fc9ecf1a715bcc0ae5dfe9b479e97521bdc3091680bc28750b7030

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

Resolution
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:b7bc7203988058366f3efe68d42915e0cd7393e7a1c1d71003d7b771dc78c164

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=sha256:967166337de3a2c34fa1c3d8ca258d27f8364fe5fd603ef995aeee44b772c3cb

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T05:29:59.265768Z digest=sha256:a71866876935d7c57126e61057474375525f1ed4d644991da8607760a5809526

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T14:37:29.948791Z digest=sha256:e8d8fb3e7efaac847df52e6dd2335f28dba28cc95036eaf3fcf46ee211df295c