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Paper Citation Record · LEDGER

Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2503.14895.

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

pith.paper-citation-record.v1
2503.14895 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 2026-08-14T06:32:32.682623+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-01T07:01:26.911110Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T07:05:28.573132Z

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 7690ec73-5f35-4d72-9e08-73e165969858 · inbound

Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward cites this paper.

Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:20:47.678235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T19:59:19.379119Z digest=sha256:78a238548dd9d5d7cb56145b5d1c4d699f7226512b211e95dfbf03a49ddefecb

Observation 9dbb3ad3-b3ac-4d2b-abde-55dbdd764b30 · inbound

Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation cites this paper.

Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-11T10:51:03.657775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T15:17:39.344348Z digest=sha256:6fefec81aa68286b8424b050b71eca7354283d065246bbd7d9d99ea8f07d8892

Observation d371d786-99a3-462a-bb5f-e4944d3acdf2 · inbound

DO-Bench: An Attributable Benchmark for Diagnosing Object Hallucination in Vision-Language Models cites this paper.

DO-Bench: An Attributable Benchmark for Diagnosing Object Hallucination in Vision-Language Models Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-10T06:36:36.555328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T06:34:29.555022Z digest=sha256:61829ef08ce027596d7526de8f5c84f71697a81f4a40c4adc7886e701ed2b8f1

Observation 902624e8-7e16-49fb-9652-8b1eb549393d · inbound

Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation cites this paper.

Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations

Reference 36

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T06:14:18.730701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-30T06:13:11.013395Z digest=sha256:b987d87e600f32ab30cee4a225c044d2c76cb92249a3137726782404a64db4ad

Observation 727f9f66-acd4-4d22-810b-4e88acf8d150 · inbound

Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation cites this paper.

Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations

Reference 36

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T07:05:28.575047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-01T07:01:26.911110Z digest=sha256:3b2ab358f42da11cc35e5cb87155adf72cd9c1fde6a1b371c9f8f5e915313a2b