Paper Citation Record · LEDGER

mDPO: Conditional Preference Optimization for Multimodal Large Language Models

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2406.11839.

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

pith.paper-citation-record.v1
2406.11839 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:22:59.547939Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T17:40:00.900784Z

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 5697439a-5277-408c-8e38-ce672ccb5e2e · inbound

ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning cites this paper.

ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:59.547939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abfa1f5f-c24f-4664-a279-ea700245fe5c · inbound

LPOI: Listwise Preference Optimization for Vision Language Models cites this paper.

LPOI: Listwise Preference Optimization for Vision Language Models mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T13:45:57.282620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1fbe716-a90d-43ec-913a-c1820312abbb · inbound

MoDoMoDo: Multi-Domain Data Mixtures for Multimodal LLM Reinforcement Learning cites this paper.

MoDoMoDo: Multi-Domain Data Mixtures for Multimodal LLM Reinforcement Learning mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T12:19:32.483603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51a431a8-93ad-4dd7-b171-f5796f46097a · inbound

ReFoCUS: Reinforcement-guided Frame Optimization for Contextual Understanding cites this paper.

ReFoCUS: Reinforcement-guided Frame Optimization for Contextual Understanding mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:29.258175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52fc45d8-d8ae-47c0-8146-e8dab32c6959 · inbound

DPO Learning with LLMs-Judge Signal for Computer Use Agents cites this paper.

DPO Learning with LLMs-Judge Signal for Computer Use Agents mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:11:47.992971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88349501-5533-413c-8a10-33c1c19c004b · inbound

Explicit Preference Optimization: No Need for an Implicit Reward Model cites this paper.

Explicit Preference Optimization: No Need for an Implicit Reward Model mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:18.024969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8db0e4d-af71-4ae6-8e6c-67244ac9b2e8 · inbound

MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models cites this paper.

MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T18:09:09.378681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a82b1c07-6d07-4831-ad0d-e46326757cc6 · inbound

Controlling Multimodal LLMs via Reward-guided Decoding cites this paper.

Controlling Multimodal LLMs via Reward-guided Decoding mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T19:52:50.338843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 152d178c-ba8d-4154-b005-e55fe4622cc7 · inbound

Toward Native Multimodal Modeling: A Roadmap cites this paper.

Toward Native Multimodal Modeling: A Roadmap mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 193

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T23:04:01.769524Z

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 219c162c-0b6c-4658-885a-4463d8765090 · inbound

P$^2$-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization cites this paper.

P$^2$-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 104

Resolution: verified exact; arxiv_id, observed 2026-07-02T02:06:27.158617Z

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 d8011104-e685-4cfb-9320-b8bf88c1d33d · inbound

Steer Where It Matters: Token-Level Visual-Sensitivity Steering for LVLMs Hallucination Mitigation cites this paper.

Steer Where It Matters: Token-Level Visual-Sensitivity Steering for LVLMs Hallucination Mitigation mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:06:29.645786Z

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 98ac3165-8345-4bc2-bd97-17ee65456232 · inbound

CineCap: Structured Reasoning with Spatio-Temporal Anchors for Cinematographic Video Captioning cites this paper.

CineCap: Structured Reasoning with Spatio-Temporal Anchors for Cinematographic Video Captioning mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-07-04T17:40:00.902288Z

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 250c4487-1964-483a-ad59-36bd8cad9b5c · inbound

No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs cites this paper.

No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 68

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T10:25:41.328171Z

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 e2c81915-7159-47d7-99cd-15a253b2b8ed · inbound

Adaptive Perturbation Selection for Contrastive Audio Decoding cites this paper.

Adaptive Perturbation Selection for Contrastive Audio Decoding mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:07:12.153703Z

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 54b4d8b3-3585-4864-9bb9-2bdb789a45d3 · inbound

Adaptive Perturbation Selection for Contrastive Audio Decoding cites this paper.

Adaptive Perturbation Selection for Contrastive Audio Decoding mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T04:34:52.059708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d1d02aa-cf1e-4d2b-89a6-9aaecdf85394 · inbound

MentalThink: Shaping Thoughts in Mental SVG World cites this paper.

MentalThink: Shaping Thoughts in Mental SVG World mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 247

Resolution: unresolved; no resolver link, observed 2026-07-12T01:50:59.184754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fe0bd4d-c33b-4840-8544-a6898218488f · inbound

Groc-PO: Grounded Context Preference Optimization for Truthful Multimodal LLMs cites this paper.

Groc-PO: Grounded Context Preference Optimization for Truthful Multimodal LLMs mDPO: Conditional Preference Optimization for Multimodal Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T04:15:38.709576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.