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Paper Citation Record · LEDGER

PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2503.06486.

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

pith.paper-citation-record.v1
2503.06486 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:53:22.876621Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T20:50:17.361347Z

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 2ebe15e8-a5bb-4460-9e0a-5cd104514666 · inbound

Hallucination of Multimodal Large Language Models: A Survey cites this paper.

Hallucination of Multimodal Large Language Models: A Survey PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-11T12:33:33.612664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-11T12:33:32.631346Z digest=sha256:96ab98ecce20d7f6d57893ab70d6e2401fecf4f35ccc31a9a7439eb0ca7aa303

Observation 025bc15a-1b16-449e-a139-60cba9df9944 · inbound

Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation cites this paper.

Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T00:53:22.876621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:53:22.876621Z digest=sha256:4c5f8869f31fb7c8416bd035703c00673569b3bb06b62ead45e5dfb99d4280c1

Observation 3183994d-7ed0-4758-b10b-f3d17259ae19 · inbound

Capturing Gaze Shifts for Guidance: Cross-Modal Fusion Enhancement for VLM Hallucination Mitigation cites this paper.

Capturing Gaze Shifts for Guidance: Cross-Modal Fusion Enhancement for VLM Hallucination Mitigation PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-04T08:14:35.798130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:14:35.798130Z digest=sha256:bdd52c8f9cbf324ca7b8b1920569c0d434c6c8ee0fd34b96847389bf02a9a060

Observation f0f7b3eb-afa1-4583-88dd-bcfc239420b3 · inbound

GraphThinker: Reinforcing Temporally Grounded Video Reasoning with Event Graph Thinking cites this paper.

GraphThinker: Reinforcing Temporally Grounded Video Reasoning with Event Graph Thinking PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-15T20:50:17.363150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T20:48:44.933542Z digest=sha256:e3d1319d0af60d5283fab2a408d0dade051e8bb9ae793e504d21ea1117ddb45c

Observation 80f46864-0727-4a37-a25f-6c5709cc0104 · inbound

C-PTQ: Fisher-weighted Channel-wise Sensitivity for Post-training Quantization of MLLMs cites this paper.

C-PTQ: Fisher-weighted Channel-wise Sensitivity for Post-training Quantization of MLLMs PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training

Reference 274

Resolution
unresolved
no resolver link, observed 2026-08-01T08:36:18.092420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T08:36:18.092420Z digest=sha256:cd136a87060c5d11789e6f9847dd1bc97ff1a26f1bd835eaac59da51d26a0f83