Paper Citation Record · LEDGER

Modality-Fair Preference Optimization for Trustworthy MLLM Alignment

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2410.15334.

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

pith.paper-citation-record.v1
2410.15334 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:14:08.503129Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T15:35:47.645572Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 735e8ae9-cdd5-4ebb-b5dd-e497d50ca0fb · inbound

Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs cites this paper.

Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs Modality-Fair Preference Optimization for Trustworthy MLLM Alignment

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:08.503129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 234d9405-51ce-465d-965f-83b3e1889f8d · inbound

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models cites this paper.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Modality-Fair Preference Optimization for Trustworthy MLLM Alignment

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.846036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ded1a198-ef5f-4aea-8529-58c779e7ac9b · inbound

Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering cites this paper.

Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering Modality-Fair Preference Optimization for Trustworthy MLLM Alignment

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:10.538893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6aff2449-e255-4017-98b9-686c20e5728c · inbound

V2T-CoT: From Vision to Text Chain-of-Thought for Medical Reasoning and Diagnosis cites this paper.

V2T-CoT: From Vision to Text Chain-of-Thought for Medical Reasoning and Diagnosis Modality-Fair Preference Optimization for Trustworthy MLLM Alignment

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:11:45.902077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 842011c5-775f-46b1-9dac-e03e853ca6aa · inbound

Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning cites this paper.

Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning Modality-Fair Preference Optimization for Trustworthy MLLM Alignment

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T16:21:43.131742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e846edc9-7c40-4f77-b1ce-f3caa3706ea2 · inbound

Mitigating Hallucinations in Multimodal LLMs via Object-aware Preference Optimization cites this paper.

Mitigating Hallucinations in Multimodal LLMs via Object-aware Preference Optimization Modality-Fair Preference Optimization for Trustworthy MLLM Alignment

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T15:18:34.573801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86225494-a19a-49a6-8132-209bb3a59448 · inbound

Vocabulary Hijacking in LVLMs: Unveiling Critical Attention Heads by Excluding Inert Tokens to Mitigate Hallucination cites this paper.

Vocabulary Hijacking in LVLMs: Unveiling Critical Attention Heads by Excluding Inert Tokens to Mitigate Hallucination Modality-Fair Preference Optimization for Trustworthy MLLM Alignment

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:16:24.380561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 032041fc-3e33-4d9f-bff0-e3f83af2002a · inbound

Vision-driven Preference Synthesis for Mitigating Hallucinations in VLMs cites this paper.

Vision-driven Preference Synthesis for Mitigating Hallucinations in VLMs Modality-Fair Preference Optimization for Trustworthy MLLM Alignment

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-07-01T15:35:47.647030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.