Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:02:35.018852Z
Paper Citation Record · LEDGER
Robust Multimodal Large Language Models Against Modality Conflict
As of 8 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 2 inbound Pith citation observations for arXiv:2507.07151.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T01:00:28.684512Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T20:18:56.608098Z
Reference resolution
12 of 12 outbound references displayed
- verified exact0
- verified fuzzy1
- unresolved11
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6a81bd36-c9fc-4228-8559-153a6cf28398 · outbound
This paper cites Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs.
Robust Multimodal Large Language Models Against Modality Conflict Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:34.987671Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8fde335-0da2-4685-be08-d6a92b196ec7 · outbound
This paper cites Proximal Policy Optimization Algorithms.
Robust Multimodal Large Language Models Against Modality Conflict Proximal Policy Optimization Algorithms
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:34.993758Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c360178-5c32-449c-9339-58db71ec1181 · outbound
This paper cites Knowledge conflicts for LLMs: A survey.
Robust Multimodal Large Language Models Against Modality Conflict Knowledge conflicts for LLMs: A survey
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T19:02:35.375264Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 824ec269-4595-4289-b25a-17bc9e75a33b · outbound
This paper cites Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization.
Robust Multimodal Large Language Models Against Modality Conflict Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:35.013941Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63c38f93-dfe9-4510-9ac0-fee91f0bec99 · outbound
This paper cites Unraveling Cross-Modality Knowledge Conflicts in Large Vision-Language Models.
Robust Multimodal Large Language Models Against Modality Conflict Unraveling Cross-Modality Knowledge Conflicts in Large Vision-Language Models
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:35.018852Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42c00eac-12e9-4bea-876e-32f40293ee15 · outbound
This paper cites Large vision-language model alignment and mis- alignment: A survey through the lens of explainability.
Robust Multimodal Large Language Models Against Modality Conflict Large vision-language model alignment and mis- alignment: A survey through the lens of explainability
Reference 2017
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:34.998854Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66490eca-cb45-49fa-9753-2f6979fbfde8 · outbound
This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.
Robust Multimodal Large Language Models Against Modality Conflict Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:35.003935Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eef14c0d-2e58-4ecd-a39a-9547bd6f71b4 · outbound
This paper cites REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization.
Robust Multimodal Large Language Models Against Modality Conflict REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization
Reference 2021
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:34.976580Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea0551ff-bf15-4c4d-b400-1820d21f587d · outbound
This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.
Robust Multimodal Large Language Models Against Modality Conflict Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:34.960675Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4cf7d51-617f-4236-bf7c-c7701e49d89a · outbound
This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.
Robust Multimodal Large Language Models Against Modality Conflict MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:34.965966Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6a9822f-a255-409c-aa8e-385e8ac1b09d · outbound
This paper cites LoRA: Low-Rank Adaptation of Large Language Models.
Robust Multimodal Large Language Models Against Modality Conflict LoRA: Low-Rank Adaptation of Large Language Models
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:34.971396Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42e835f8-6907-4cc8-ae47-3db44957f3d4 · outbound
This paper cites OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework.
Robust Multimodal Large Language Models Against Modality Conflict OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:02:34.981872Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 3268c7ed-89ce-4f77-801e-bbd66db5bb4c · 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 Robust Multimodal Large Language Models Against Modality Conflict
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T01:00:28.684512Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82844a20-d46b-4cca-b895-8d54fd7ae614 · inbound
MLLMs Get It Right, Then Get It Wrong: Tracing and Correcting Late-Layer Textual Bias cites this paper.
MLLMs Get It Right, Then Get It Wrong: Tracing and Correcting Late-Layer Textual Bias Robust Multimodal Large Language Models Against Modality Conflict
Reference 40
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T20:18:56.610055Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.