Paper Citation Record · LEDGER

From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2406.06579.

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

pith.paper-citation-record.v1
2406.06579 v3

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 2026-08-21T06:32:19.484+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:07:46.852698Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T18:09:12.902725Z

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 0e289667-89a8-4c1a-bbaa-5a491e60b570 · inbound

Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs cites this paper.

Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T20:12:25.400685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c13a0267-c980-4bde-b20f-2cdeacd98c95 · inbound

Cross-modal Information Flow in Multimodal Large Language Models cites this paper.

Cross-modal Information Flow in Multimodal Large Language Models From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-12T11:06:10.138708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc722dd6-7a1f-4675-9f67-830a99d28f46 · inbound

Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey cites this paper.

Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 135

Resolution: unresolved; no resolver link, observed 2026-08-11T23:54:23.800792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74983426-dfa4-4d02-85e0-4281e23a878c · inbound

Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation cites this paper.

Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:44.848057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77489c5e-0296-4189-8d11-6f8d51fefe3a · inbound

Toward Modality Gap: Vision Prototype Learning for Weakly-supervised Semantic Segmentation with CLIP cites this paper.

Toward Modality Gap: Vision Prototype Learning for Weakly-supervised Semantic Segmentation with CLIP From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-11T00:13:13.301658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b0cf4f9-58b8-4850-9435-604c5490d50d · inbound

First-place Solution for Streetscape Shop Sign Recognition Competition cites this paper.

First-place Solution for Streetscape Shop Sign Recognition Competition From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-10T22:06:47.773128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bf04807-6829-4072-aaba-3c86741d3a27 · inbound

Analyzing Finetuning Representation Shift for Multimodal LLMs Steering cites this paper.

Analyzing Finetuning Representation Shift for Multimodal LLMs Steering From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-10T22:03:26.387298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f7efb4a-e5b2-47c3-a369-0cf88234c503 · inbound

From Visuals to Vocabulary: Establishing Equivalence Between Image and Text Token Through Autoregressive Pre-training in MLLMs cites this paper.

From Visuals to Vocabulary: Establishing Equivalence Between Image and Text Token Through Autoregressive Pre-training in MLLMs From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T22:43:59.502114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9b8ccd5-ff8a-4537-a8ef-63e08937d4ab · inbound

SurgXBench: Explainable Vision-Language Model Benchmark for Surgery cites this paper.

SurgXBench: Explainable Vision-Language Model Benchmark for Surgery From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:46.852698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7089ab6c-d0a4-4247-8caf-b136bf755174 · inbound

Seeing It or Not? Interpretable Vision-aware Latent Steering to Mitigate Object Hallucinations cites this paper.

Seeing It or Not? Interpretable Vision-aware Latent Steering to Mitigate Object Hallucinations From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:30.728861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd20abaf-9c03-42fb-8614-74593012eb15 · 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 From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Reference 81

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:09:12.932697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.