Paper Citation Record · LEDGER

MLLMs are Deeply Affected by Modality Bias

As of 14 August 2026, this Paper Citation Record lists 89 of 89 outbound references and 17 inbound Pith citation observations for arXiv:2505.18657.

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

pith.paper-citation-record.v1
2505.18657 v1

Coverage vector

measured 89 of 89 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:30:22.310402Z

measured 106 of 106 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:35:43.369407Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T11:59:50.223756Z

Reference resolution

89 of 89 outbound references displayed

verified exact0
verified fuzzy45
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation abadf357-7af2-4e8b-9948-53262f65cd1f · outbound

This paper cites Qwen2.5-VL Technical Report.

MLLMs are Deeply Affected by Modality Bias Qwen2.5-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.429352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de9914c2-3abb-45f0-ac95-d09d3c005fa0 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

MLLMs are Deeply Affected by Modality Bias Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.459812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f977bd7-d0b0-4f54-af21-f70a07258c6f · outbound

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

MLLMs are Deeply Affected by Modality Bias InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.513272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84836bc0-651d-46b3-8fbf-c737d4b9694f · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

MLLMs are Deeply Affected by Modality Bias Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.584728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04bf98c0-6cca-40e7-8fd8-c244a6a200fe · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

MLLMs are Deeply Affected by Modality Bias Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.589921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b188da2d-cf46-4df9-b104-023a1c6c1498 · outbound

This paper cites GPT-4o System Card.

MLLMs are Deeply Affected by Modality Bias GPT-4o System Card

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.593162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fae684da-628a-46ff-8b47-8eb63d68578f · outbound

This paper cites Tactile sensing—from humans to humanoids,.

MLLMs are Deeply Affected by Modality Bias Tactile sensing—from humans to humanoids,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.607933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8a1874e-b341-4cd8-bf36-191136222c82 · outbound

This paper cites Novel tactile sensor technology and smart tactile sensing systems: A review,.

MLLMs are Deeply Affected by Modality Bias Novel tactile sensor technology and smart tactile sensing systems: A review,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.697018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a8fc65a-4764-44a9-81ce-3d7e7ed403c0 · outbound

This paper cites Recent progress in technologies for tactile sensors,.

MLLMs are Deeply Affected by Modality Bias Recent progress in technologies for tactile sensors,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.755734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6b63d81-4111-4b67-8bc6-659793d4b861 · outbound

This paper cites Event-based vision: A survey,.

MLLMs are Deeply Affected by Modality Bias Event-based vision: A survey,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.819291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1f0f181-d3aa-4f30-b2ed-01657d64df5f · outbound

This paper cites Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks.

MLLMs are Deeply Affected by Modality Bias Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.878801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d2aacf3-1a2b-4646-827a-f296279d0144 · outbound

This paper cites High speed and high dynamic range video with an event camera,.

MLLMs are Deeply Affected by Modality Bias High speed and high dynamic range video with an event camera,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.976724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8803649e-f34f-46a7-9ee5-7b12445399f1 · outbound

This paper cites 360sfuda++: Towards source-free uda for panoramic segmentation by learning reliable category prototypes,.

MLLMs are Deeply Affected by Modality Bias 360sfuda++: Towards source-free uda for panoramic segmentation by learning reliable category prototypes,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.058249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af7dc34a-6b02-4acd-8edf-02aad04864be · outbound

This paper cites Semantics distortion and style matter: Towards source-free uda for panoramic segmentation,.

MLLMs are Deeply Affected by Modality Bias Semantics distortion and style matter: Towards source-free uda for panoramic segmentation,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.075625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 368ebb22-04b4-414d-8dbf-4589bb639cce · outbound

This paper cites Omnisam: Omnidirectional segment anything model for uda in panoramic semantic segmentation,.

MLLMs are Deeply Affected by Modality Bias Omnisam: Omnidirectional segment anything model for uda in panoramic semantic segmentation,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.078642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad6c8bab-f38a-40d1-b620-5993180b1833 · outbound

This paper cites Mmbench: Is your multi-modal model an all-around player?,.

MLLMs are Deeply Affected by Modality Bias Mmbench: Is your multi-modal model an all-around player?,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.081758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10368d55-3909-45c7-a04e-6ec4ff1c7b8f · outbound

This paper cites Mmbench-video: A long- form multi-shot benchmark for holistic video understanding,.

MLLMs are Deeply Affected by Modality Bias Mmbench-video: A long- form multi-shot benchmark for holistic video understanding,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.084531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d86b2eb-c66e-42bc-a795-70e1a17855fe · outbound

This paper cites Docvqa: A dataset for vqa on document images,.

MLLMs are Deeply Affected by Modality Bias Docvqa: A dataset for vqa on document images,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.231183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0f72bb53-9575-40fc-8521-b66c9bf026c8 · outbound

This paper cites A Survey on Multimodal Benchmarks: In the Era of Large AI Models.

MLLMs are Deeply Affected by Modality Bias A Survey on Multimodal Benchmarks: In the Era of Large AI Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.090211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e2f3ed1-726d-445c-be3e-c0fba0554758 · outbound

This paper cites A Survey on Benchmarks of Multimodal Large Language Models.

MLLMs are Deeply Affected by Modality Bias A Survey on Benchmarks of Multimodal Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.093509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22a4348b-32aa-45d7-840f-981ad9e234c0 · outbound

This paper cites Visual Prompting in Multimodal Large Language Models: A Survey.

MLLMs are Deeply Affected by Modality Bias Visual Prompting in Multimodal Large Language Models: A Survey

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.096111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 240c9f7b-1905-4a45-85fa-6f8e67264a99 · outbound

This paper cites Survey of Adversarial Robustness in Multimodal Large Language Models.

MLLMs are Deeply Affected by Modality Bias Survey of Adversarial Robustness in Multimodal Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.098809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dd9b372-1165-4af8-9407-018a5b441505 · outbound

This paper cites When Continue Learning Meets Multimodal Large Language Model: A Survey.

MLLMs are Deeply Affected by Modality Bias When Continue Learning Meets Multimodal Large Language Model: A Survey

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.101577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48a07fd0-6595-4230-a234-f4278ffaa336 · outbound

This paper cites Debiasing Multimodal Large Language Models via Penalization of Language Priors.

MLLMs are Deeply Affected by Modality Bias Debiasing Multimodal Large Language Models via Penalization of Language Priors

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.104648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 930a19f3-df9e-4833-8bc6-83e4ba5c06bf · outbound

This paper cites Assessing modality bias in video question answering benchmarks with multimodal large language models,.

MLLMs are Deeply Affected by Modality Bias Assessing modality bias in video question answering benchmarks with multimodal large language models,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.221346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 75e16f0a-368a-4d2e-ade3-b2407f7b5c43 · outbound

This paper cites Eyes wide shut? exploring the visual shortcomings of multimodal llms,.

MLLMs are Deeply Affected by Modality Bias Eyes wide shut? exploring the visual shortcomings of multimodal llms,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.110240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd31e67a-1889-4193-a03b-1846439542d8 · outbound

This paper cites Are We on the Right Way for Evaluating Large Vision-Language Models?.

MLLMs are Deeply Affected by Modality Bias Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.113116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdd05ac9-8660-40a5-8796-0e0a62eae093 · outbound

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

MLLMs are Deeply Affected by Modality Bias Quantifying and Mitigating Unimodal Biases in Multimodal Large Language Models: A Causal Perspective

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.115900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ab4fa7-1ee6-4b7f-b712-ece5487f0cad · outbound

This paper cites MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark.

MLLMs are Deeply Affected by Modality Bias MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.118528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9eeb4cc-c199-42b3-a5d3-e11791352b31 · outbound

This paper cites Multimodal learning with transformers: A survey,.

MLLMs are Deeply Affected by Modality Bias Multimodal learning with transformers: A survey,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.205609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 785f5e72-992b-497b-9e28-1af5ce9120e7 · outbound

This paper cites A survey on deep multimodal learning for computer vision: advances, trends, applications, and datasets,.

MLLMs are Deeply Affected by Modality Bias A survey on deep multimodal learning for computer vision: advances, trends, applications, and datasets,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.195082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1efb1648-6f3f-4ad4-9f34-c66904626dfd · outbound

This paper cites A review on methods and applications in multimodal deep learning,.

MLLMs are Deeply Affected by Modality Bias A review on methods and applications in multimodal deep learning,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.183537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d748db31-5f83-40eb-996d-6fc45ace69dd · outbound

This paper cites Learning modality-agnostic representation for semantic segmentation from any modalities,.

MLLMs are Deeply Affected by Modality Bias Learning modality-agnostic representation for semantic segmentation from any modalities,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.173138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 920b8fe1-f8ca-4dd9-bc5d-82c150b38cb0 · outbound

This paper cites MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation.

MLLMs are Deeply Affected by Modality Bias MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.133352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3cd5a6f-8cde-4b9e-9714-82afa793bde4 · outbound

This paper cites Cafuser: Condition-aware multimodal fusion for robust semantic perception of driving scenes,.

MLLMs are Deeply Affected by Modality Bias Cafuser: Condition-aware multimodal fusion for robust semantic perception of driving scenes,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.162814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e6e58c7d-e301-4082-9d52-5b2b22c37770 · outbound

This paper cites Multimodality represen- tation learning: A survey on evolution, pretraining and its applications,.

MLLMs are Deeply Affected by Modality Bias Multimodality represen- tation learning: A survey on evolution, pretraining and its applications,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.150498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c4427475-67fb-4abf-a814-295a0c98e5d5 · outbound

This paper cites Enhancing multimodal cooperation via sample-level modality valuation,.

MLLMs are Deeply Affected by Modality Bias Enhancing multimodal cooperation via sample-level modality valuation,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.138981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b25be5e1-2a98-4a37-8d5e-64e3a28b5c96 · outbound

This paper cites Centering the value of every modality: Towards efficient and resilient modality-agnostic semantic segmentation,.

MLLMs are Deeply Affected by Modality Bias Centering the value of every modality: Towards efficient and resilient modality-agnostic semantic segmentation,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.127895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9eaf1cb3-d80c-4765-8697-b2d87d7cbae4 · outbound

This paper cites Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization.

MLLMs are Deeply Affected by Modality Bias Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.147211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32bd4f51-859d-493b-a30d-7056d89fb687 · outbound

This paper cites Learning Robust Anymodal Segmentor with Unimodal and Cross-modal Distillation.

MLLMs are Deeply Affected by Modality Bias Learning Robust Anymodal Segmentor with Unimodal and Cross-modal Distillation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.150289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4240287c-4dd6-43b6-9b7e-95bc67605209 · outbound

This paper cites Balanced multimodal learning via on-the-fly gradient modulation,.

MLLMs are Deeply Affected by Modality Bias Balanced multimodal learning via on-the-fly gradient modulation,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.114742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7f854eed-ce46-418b-a9f9-82957d64b9ec · outbound

This paper cites Clip the bias: How useful is balancing data in multimodal learning?,.

MLLMs are Deeply Affected by Modality Bias Clip the bias: How useful is balancing data in multimodal learning?,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.103890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d983c414-9160-48e0-bcd9-99226fe98920 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion,.

MLLMs are Deeply Affected by Modality Bias Learning transferable visual models from natural language supervi- sion,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.158369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5281160e-64e4-46c1-8726-11206bfeb0c3 · outbound

This paper cites Clippo: Image-and-language understanding from pixels only,.

MLLMs are Deeply Affected by Modality Bias Clippo: Image-and-language understanding from pixels only,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.086597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3863a0eb-aab7-41a9-b071-513a6915dc96 · outbound

This paper cites Clip-kd: An empirical study of clip model distillation,.

MLLMs are Deeply Affected by Modality Bias Clip-kd: An empirical study of clip model distillation,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.075659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 17f011f8-4d95-4edc-9b26-86e7847d4924 · outbound

This paper cites Tinyclip: Clip distillation via affinity mimicking and weight inheritance,.

MLLMs are Deeply Affected by Modality Bias Tinyclip: Clip distillation via affinity mimicking and weight inheritance,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.065651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0565e097-cf6d-45be-9d94-5b72c4772f89 · outbound

This paper cites An inverse scaling law for clip training,.

MLLMs are Deeply Affected by Modality Bias An inverse scaling law for clip training,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.055966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation eed1ba1d-0733-439f-838c-a82bbfebd2ce · outbound

This paper cites BalanceBenchmark: A Survey for Multimodal Imbalance Learning.

MLLMs are Deeply Affected by Modality Bias BalanceBenchmark: A Survey for Multimodal Imbalance Learning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.172299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54f1252b-063a-4c80-abec-02d1ee4a54bc · outbound

This paper cites Facilitating multimodal classification via dynamically learning modality gap,.

MLLMs are Deeply Affected by Modality Bias Facilitating multimodal classification via dynamically learning modality gap,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.045629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 226d7d21-0215-4242-98e2-d50a08ebf7c9 · outbound

This paper cites Benchmarking Multi-modal Semantic Segmentation under Sensor Failures: Missing and Noisy Modality Robustness.

MLLMs are Deeply Affected by Modality Bias Benchmarking Multi-modal Semantic Segmentation under Sensor Failures: Missing and Noisy Modality Robustness

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.178436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9af95a0-7df2-4c73-8114-69135c20ee99 · outbound

This paper cites The Curse of Multi-Modalities: Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio.

MLLMs are Deeply Affected by Modality Bias The Curse of Multi-Modalities: Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.181322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eba14ae4-04a6-4dd1-8bd0-27b3e1fc5453 · outbound

This paper cites On modality bias recognition and reduction,.

MLLMs are Deeply Affected by Modality Bias On modality bias recognition and reduction,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.035177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6c3f4aba-7103-404e-ad0e-401272a7a362 · outbound

This paper cites Cross modality bias in visual question answering: A causal view with possible worlds vqa,.

MLLMs are Deeply Affected by Modality Bias Cross modality bias in visual question answering: A causal view with possible worlds vqa,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.024112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b1fb5883-1613-44da-b211-b78203584a3a · outbound

This paper cites Counterfactual vqa: A cause-effect look at language bias,.

MLLMs are Deeply Affected by Modality Bias Counterfactual vqa: A cause-effect look at language bias,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.013324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5fd3e92d-26e7-48b8-8e13-a7016f6e868c · outbound

This paper cites Removing bias in multi-modal classifiers: Regularization by maximizing functional entropies,.

MLLMs are Deeply Affected by Modality Bias Removing bias in multi-modal classifiers: Regularization by maximizing functional entropies,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:23.003308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6c265d65-7454-45ba-939e-f633f23abb2d · outbound

This paper cites Overcoming language priors in visual question answering with adversarial regularization,.

MLLMs are Deeply Affected by Modality Bias Overcoming language priors in visual question answering with adversarial regularization,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.992584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 95f1802f-089e-4d52-a589-a641b2e3f5bc · outbound

This paper cites VLind-Bench: Measuring Language Priors in Large Vision-Language Models.

MLLMs are Deeply Affected by Modality Bias VLind-Bench: Measuring Language Priors in Large Vision-Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.197925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d09c89d4-3718-46f9-a9c6-a21ae99ffe63 · outbound

This paper cites Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs.

MLLMs are Deeply Affected by Modality Bias Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.201170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed7e82ee-c4df-406b-bb6d-e744c18b684d · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi,.

MLLMs are Deeply Affected by Modality Bias Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.982040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bf7b0c12-2d21-4c55-8a2c-fd6b55594d57 · outbound

This paper cites Mmicl: Empowering vision-language model with multi-modal in-context learning,.

MLLMs are Deeply Affected by Modality Bias Mmicl: Empowering vision-language model with multi-modal in-context learning,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.970869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b2929ed7-5c6a-43f6-9111-44acd1117ea8 · outbound

This paper cites Strengthening multimodal large language model with bootstrapped preference optimization,.

MLLMs are Deeply Affected by Modality Bias Strengthening multimodal large language model with bootstrapped preference optimization,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.958519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 145abb58-7810-4d10-9917-8b14b04e042c · outbound

This paper cites Paying more attention to image: A training-free method for alleviating hallucination in lvlms,.

MLLMs are Deeply Affected by Modality Bias Paying more attention to image: A training-free method for alleviating hallucination in lvlms,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.946545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2793178a-cee2-4fa3-bc9a-0a090975cfb8 · outbound

This paper cites Looking Beyond Text: Reducing Language bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image Guidance.

MLLMs are Deeply Affected by Modality Bias Looking Beyond Text: Reducing Language bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image Guidance

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.216120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa27677a-e313-40c2-a46b-f9467ef70160 · outbound

This paper cites Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization.

MLLMs are Deeply Affected by Modality Bias Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.219763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b25bda4-5890-417e-abb3-c5147a9a2c1a · outbound

This paper cites The Devil Is in the Details: Tackling Unimodal Spurious Correlations for Generalizable Multimodal Reward Models.

MLLMs are Deeply Affected by Modality Bias The Devil Is in the Details: Tackling Unimodal Spurious Correlations for Generalizable Multimodal Reward Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.222904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a66f15ad-6718-4f94-91b5-1bae655a8ab8 · outbound

This paper cites DeepSeek-V3 Technical Report.

MLLMs are Deeply Affected by Modality Bias DeepSeek-V3 Technical Report

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.226582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24dbfffb-92e8-4f8b-96f4-5184825983ce · outbound

This paper cites DeepSeek LLM: Scaling Open-Source Language Models with Longtermism.

MLLMs are Deeply Affected by Modality Bias DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.229737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcbe360a-bf55-4d60-bf25-1a2c58305fd8 · outbound

This paper cites A Comprehensive Overview of Large Language Models.

MLLMs are Deeply Affected by Modality Bias A Comprehensive Overview of Large Language Models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.233235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0b93cc6-1b3c-47e6-ae68-aaa8e7e9b50d · outbound

This paper cites Masked jigsaw puzzle: A versatile position embedding for vision transformers,.

MLLMs are Deeply Affected by Modality Bias Masked jigsaw puzzle: A versatile position embedding for vision transformers,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.936660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 05080f11-c309-4a05-9822-8a3690c70c96 · outbound

This paper cites A survey on vision transformer,.

MLLMs are Deeply Affected by Modality Bias A survey on vision transformer,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.926169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ac964b04-73d0-4318-bc75-bf67cf661dbf · outbound

This paper cites Bringing masked autoencoders explicit contrastive properties for point cloud self-supervised learning,.

MLLMs are Deeply Affected by Modality Bias Bringing masked autoencoders explicit contrastive properties for point cloud self-supervised learning,

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.916354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c05644ac-d74b-40e8-849c-e84eeae62b23 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows,.

MLLMs are Deeply Affected by Modality Bias Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.247725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6b99f08-5030-4543-9808-8fbf73ca4cab · outbound

This paper cites Sharing key semantics in transformer makes efficient image restoration,.

MLLMs are Deeply Affected by Modality Bias Sharing key semantics in transformer makes efficient image restoration,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.900881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f595a5dd-322b-441f-8fe8-2f54e1c5e178 · outbound

This paper cites Learning disentangled identifiers for action-customized text-to-image generation,.

MLLMs are Deeply Affected by Modality Bias Learning disentangled identifiers for action-customized text-to-image generation,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.889983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 94e2c6fc-7000-47c3-ac38-11650580962c · outbound

This paper cites Languagebind: Extending video-language pretraining to n-modality by language-based semantic alignment,.

MLLMs are Deeply Affected by Modality Bias Languagebind: Extending video-language pretraining to n-modality by language-based semantic alignment,

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.877388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b179d7a7-2263-4f13-963a-9ca3b55cd60e · outbound

This paper cites Unibind: Llm-augmented unified and balanced representation space to bind them all,.

MLLMs are Deeply Affected by Modality Bias Unibind: Llm-augmented unified and balanced representation space to bind them all,

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.865706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8f91d17d-86f8-4764-b193-44e7b3378a20 · outbound

This paper cites Optimizing intersection-over-union in deep neural networks for image segmentation,.

MLLMs are Deeply Affected by Modality Bias Optimizing intersection-over-union in deep neural networks for image segmentation,

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.853693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 73692348-413f-4060-a6f0-372b6fd8976e · outbound

This paper cites Generalized inter- section over union: A metric and a loss for bounding box regression,.

MLLMs are Deeply Affected by Modality Bias Generalized inter- section over union: A metric and a loss for bounding box regression,

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.839603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e0ca48bf-d094-477e-96f4-6d9151494b36 · outbound

This paper cites Subjective and objective quality assessment for image restoration: A critical survey,.

MLLMs are Deeply Affected by Modality Bias Subjective and objective quality assessment for image restoration: A critical survey,

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.826616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5d79f5b9-2bf3-49e1-8b1f-412a534e7363 · outbound

This paper cites Lvlm-ehub: A comprehensive evaluation benchmark for large vision-language models,.

MLLMs are Deeply Affected by Modality Bias Lvlm-ehub: A comprehensive evaluation benchmark for large vision-language models,

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.815042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 99d06a1f-5917-49aa-a3b3-de98a6edb5aa · outbound

This paper cites Valor: Vision-audio-language omni-perception pretraining model and dataset,.

MLLMs are Deeply Affected by Modality Bias Valor: Vision-audio-language omni-perception pretraining model and dataset,

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.801518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e1842fcb-53cd-434f-a681-75f6eb0718f1 · outbound

This paper cites Multimodal visual-tactile representation learning through self-supervised contrastive pre-training,.

MLLMs are Deeply Affected by Modality Bias Multimodal visual-tactile representation learning through self-supervised contrastive pre-training,

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.789295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cac625a7-724d-458f-9e85-53d7e383c7e6 · outbound

This paper cites OmniBind: Teach to Build Unequal-Scale Modality Interaction for Omni-Bind of All.

MLLMs are Deeply Affected by Modality Bias OmniBind: Teach to Build Unequal-Scale Modality Interaction for Omni-Bind of All

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.289194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47d56575-b2a1-4521-855c-d042382911fd · outbound

This paper cites Soft robotic hand with tactile palm-finger coordination,.

MLLMs are Deeply Affected by Modality Bias Soft robotic hand with tactile palm-finger coordination,

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.775871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 03946064-751d-4780-bb07-0fedf7bfaaa5 · outbound

This paper cites Categorizing robots by performance fitness into the tree of robots,.

MLLMs are Deeply Affected by Modality Bias Categorizing robots by performance fitness into the tree of robots,

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.762667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b8d77fdc-ab92-4c86-90f1-9c9553170a94 · outbound

This paper cites Vision-based tactile sensor design using physically based rendering,.

MLLMs are Deeply Affected by Modality Bias Vision-based tactile sensor design using physically based rendering,

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.751464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6f6640db-e917-4cd2-8627-48c3af45b849 · outbound

This paper cites Bi-vla: Vision-language-action model-based system for bimanual robotic dexterous manipulations,.

MLLMs are Deeply Affected by Modality Bias Bi-vla: Vision-language-action model-based system for bimanual robotic dexterous manipulations,

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.739766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6cc13352-ba83-4d59-9730-629bee828a3b · outbound

This paper cites A practical tutorial on explainable ai techniques,.

MLLMs are Deeply Affected by Modality Bias A practical tutorial on explainable ai techniques,

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.728345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 27247ff8-dfd5-4b37-9541-3ca6845d5170 · outbound

This paper cites Explainable ai (xai): Core ideas, techniques, and solutions,.

MLLMs are Deeply Affected by Modality Bias Explainable ai (xai): Core ideas, techniques, and solutions,

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:30:22.716378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 409490f8-ec1c-4261-8af4-a4482362a558 · inbound

Can Large Multimodal Models Actively Recognize Faulty Inputs? A Systematic Evaluation Framework of Their Input Scrutiny Ability cites this paper.

Can Large Multimodal Models Actively Recognize Faulty Inputs? A Systematic Evaluation Framework of Their Input Scrutiny Ability MLLMs are Deeply Affected by Modality Bias

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T01:00:28.861351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44f4ebe2-070c-4bb0-85d9-e8365943b253 · inbound

Omnidirectional Spatial Modeling from Correlated Panoramas cites this paper.

Omnidirectional Spatial Modeling from Correlated Panoramas MLLMs are Deeply Affected by Modality Bias

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T11:56:37.791379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 163ddd2a-a86a-413e-84b0-168791481c7c · inbound

When Vision Overrides Language: Evaluating and Mitigating Counterfactual Failures in VLAs cites this paper.

When Vision Overrides Language: Evaluating and Mitigating Counterfactual Failures in VLAs MLLMs are Deeply Affected by Modality Bias

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-02T22:14:31.631473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbd1d54a-dd4f-4ddb-b55d-2cb5b89c675f · inbound

Token-Efficient Multimodal Reasoning via Image Prompt Packaging cites this paper.

Token-Efficient Multimodal Reasoning via Image Prompt Packaging MLLMs are Deeply Affected by Modality Bias

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-13T21:53:19.601782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f8d109ff-404d-49b4-b09b-18a6839cf17d · inbound

A Systematic Study of Cross-Modal Typographic Attacks on Audio-Visual Reasoning cites this paper.

A Systematic Study of Cross-Modal Typographic Attacks on Audio-Visual Reasoning MLLMs are Deeply Affected by Modality Bias

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:38:02.902544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b07b222e-4d13-46a3-a610-d57a13e7a1b0 · inbound

Beyond Text-Dominance: Understanding Modality Preference of Omni-modal Large Language Models cites this paper.

Beyond Text-Dominance: Understanding Modality Preference of Omni-modal Large Language Models MLLMs are Deeply Affected by Modality Bias

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-10T07:11:53.732553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4a808afb-0e03-4f25-96d0-9de968dac8e9 · inbound

MiMIC: Mitigating Visual Modality Collapse in Universal Multimodal Retrieval While Avoiding Semantic Misalignment cites this paper.

MiMIC: Mitigating Visual Modality Collapse in Universal Multimodal Retrieval While Avoiding Semantic Misalignment MLLMs are Deeply Affected by Modality Bias

Reference 112

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:21:07.562485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 977cd533-9d06-4171-ad7e-30545c81c955 · inbound

Do Composed Image Retrieval Benchmarks Require Multimodal Composition? cites this paper.

Do Composed Image Retrieval Benchmarks Require Multimodal Composition? MLLMs are Deeply Affected by Modality Bias

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-20T21:23:44.429486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cc28aa76-c4c2-43ba-8e65-61703fccfcf6 · inbound

Semantic Generative Tuning for Unified Multimodal Models cites this paper.

Semantic Generative Tuning for Unified Multimodal Models MLLMs are Deeply Affected by Modality Bias

Reference 86

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T11:33:14.210167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 69715a54-940a-4a56-bd7d-4de3a12c796a · inbound

Semantic Generative Tuning for Unified Multimodal Models cites this paper.

Semantic Generative Tuning for Unified Multimodal Models MLLMs are Deeply Affected by Modality Bias

Reference 86

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T18:35:00.347720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 762b4ad1-b48e-40dd-95e3-99e53e76a9a2 · inbound

Measuring Cross-Modal Synergy: A Benchmark for VLM Explainability cites this paper.

Measuring Cross-Modal Synergy: A Benchmark for VLM Explainability MLLMs are Deeply Affected by Modality Bias

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-22T06:06:08.750971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7a9952f2-aa1f-416c-a298-703ef7fd3898 · inbound

Sci-Rho: A Multilingual Visually-Grounded Symbolic Benchmark for STEM Problems cites this paper.

Sci-Rho: A Multilingual Visually-Grounded Symbolic Benchmark for STEM Problems MLLMs are Deeply Affected by Modality Bias

Reference 78

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:22.882322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4c0022df-3301-495b-a119-c24451d8c3f6 · inbound

Pareto LoRA: Mitigating Modality Imbalance in Unified Multimodal Models via Pareto-Optimal Gradient Integration cites this paper.

Pareto LoRA: Mitigating Modality Imbalance in Unified Multimodal Models via Pareto-Optimal Gradient Integration MLLMs are Deeply Affected by Modality Bias

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-07-03T17:58:47.380374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d21d4326-f5ba-4049-a2d6-e75804a0f5a1 · inbound

Vesta: A Generalist Embodied Reasoning Model cites this paper.

Vesta: A Generalist Embodied Reasoning Model MLLMs are Deeply Affected by Modality Bias

Reference 161

Resolution: verified exact; arxiv_id, observed 2026-07-04T04:29:35.710669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9f8ed3fd-eddc-4c01-be3d-3b7158916600 · inbound

CAAD: Contrastive Audio-Aware Distillation for Efficient Speech Language Models cites this paper.

CAAD: Contrastive Audio-Aware Distillation for Efficient Speech Language Models MLLMs are Deeply Affected by Modality Bias

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-04T11:59:50.226221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2428e129-1e3e-41a7-a55b-7e035829ebef · inbound

Allocation Before Ranking: Decoupled Token Compression for OmniLLMs cites this paper.

Allocation Before Ranking: Decoupled Token Compression for OmniLLMs MLLMs are Deeply Affected by Modality Bias

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:39.041606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd0c3c6f-90de-49e1-b67a-77a01b36c8f5 · inbound

Structure-Preserving Projection for Mitigating Modality Bias in LLM-Based Sequential Recommendation cites this paper.

Structure-Preserving Projection for Mitigating Modality Bias in LLM-Based Sequential Recommendation MLLMs are Deeply Affected by Modality Bias

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-14T04:35:43.369407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.