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Paper Citation Record · LEDGER

Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2403.08730.

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

pith.paper-citation-record.v1
2403.08730 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:19:53.473214Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

3
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 0bb9e71d-9dd0-4456-b911-5415d3cda086 · inbound

InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output cites this paper.

InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 120

Resolution
metadata mismatch
arxiv_id, observed 2026-05-17T10:46:28.605135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-17T10:46:28.447347Z digest=sha256:d63becf203628adc5590067a918905d7b8772d2b72d0e129f8e3243a98908dcf

Observation ff12a37d-7f25-4dd9-b7e3-153cb5e041c4 · inbound

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization cites this paper.

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 77

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T09:16:17.396163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T09:16:17.150383Z digest=sha256:f441ad282087d1d715fc8e25064b722d7b69ffba6cac7b1a5418c4c38d2c489f

Observation 9aac108e-20a1-4aef-8de7-f8fb82f6f160 · inbound

AVTrustBench: Assessing and Enhancing Reliability and Robustness in Audio-Visual LLMs cites this paper.

AVTrustBench: Assessing and Enhancing Reliability and Robustness in Audio-Visual LLMs Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-10T22:19:53.473214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:19:53.473214Z digest=sha256:bc8b2d8dcdb689c7f72d8d4b883ffa51af3e34d6ba7860dcbb6f3024b3edddb2

Observation 9bff6494-6963-4327-9d17-c0c336f63cc3 · inbound

Temporal Preference Optimization for Long-Form Video Understanding cites this paper.

Temporal Preference Optimization for Long-Form Video Understanding Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-10T15:35:30.225400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:35:30.225400Z digest=sha256:af2066744150bfa870d2d8591693828f66a7888c4576777c96e8759cc0f77507

Observation 5634d57d-06c8-4b8d-998c-7a1207fe5928 · inbound

CHiP: Cross-modal Hierarchical Direct Preference Optimization for Multimodal LLMs cites this paper.

CHiP: Cross-modal Hierarchical Direct Preference Optimization for Multimodal LLMs Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T11:53:55.446552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T11:53:55.446552Z digest=sha256:d1726cc3bcdd742fe7f917b734a1f5906be63c468cca31fe7082f7d29cc0f8f8

Observation 187b3639-cdc3-4367-be32-c2a5fd59de61 · inbound

Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization cites this paper.

Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-09T11:06:14.427943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T11:06:14.427943Z digest=sha256:5382387cc8e363f0284430624dd81a4c5ce329907aa58c0a9906aae8c5c3218c

Observation 881e100c-4a68-4ef0-b55f-329b5d5fff0b · inbound

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

LPOI: Listwise Preference Optimization for Vision Language Models Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T13:45:56.237159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:45:56.237159Z digest=sha256:ab18879276474d1b70fbf27dd5bdb90493cf3fab4b7c617ab42e628699e8236f

Observation 8e7387b7-ee11-417f-9516-cefda1259562 · 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 Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T12:00:48.948028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:00:48.948028Z digest=sha256:c7875837febd28f82d9db9c5d4f7214a6aeda93cfcf7c6f82381dc95103e86ed

Observation 52c4fc3e-02e6-4033-b8c7-0c0d6f315399 · 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 Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T18:09:08.076475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:09:08.076475Z digest=sha256:69657bcc481b6c595c2c244c49e2746b2263aa76eee5da91936ab5d56d8210f2

Observation fbe85699-2810-4562-a6c2-e7bf27a83bdf · inbound

NoisyGRPO: Incentivizing Multimodal CoT Reasoning via Noise Injection and Bayesian Estimation cites this paper.

NoisyGRPO: Incentivizing Multimodal CoT Reasoning via Noise Injection and Bayesian Estimation Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 39

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T04:40:52.948803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-18T04:39:58.296388Z digest=sha256:fdd3a921fcbb75fac1a7ea80a595497beaf05b471dbf60ca4e47bbd1ab373bd8

Observation 4e69233a-6b55-4615-bbae-117dd8e12f1e · inbound

Deep Pre-Alignment for VLMs cites this paper.

Deep Pre-Alignment for VLMs Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 110

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:27:39.173539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-19T16:26:41.094936Z digest=sha256:ac728846e80b89a20ad73db76d0042bc09fdc0e7915b0d7d1076051b40c1beb6