Paper Citation Record · LEDGER

Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2509.06461.

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

pith.paper-citation-record.v1
2509.06461 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T08:23:29.666893Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T23:55:52.903831Z

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 5fda0e9e-2c53-4a1f-9083-8218ce0a7761 · inbound

VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG cites this paper.

VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-08-18T02:15:37.776220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 883c2d02-7a73-435e-96b7-daa1a9bd304a · inbound

Q-Zoom: Query-Aware Adaptive Perception for Efficient Multimodal Large Language Models cites this paper.

Q-Zoom: Query-Aware Adaptive Perception for Efficient Multimodal Large Language Models Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-08-18T02:15:37.776220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4049c009-9922-4234-bd67-1e1ff8eebe64 · inbound

SAGE: Selective Attention-Guided Extraction for Token-Efficient Document Indexing cites this paper.

SAGE: Selective Attention-Guided Extraction for Token-Efficient Document Indexing Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-08-18T02:15:37.776220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4b4b0dab-6a3f-4a77-a3dd-70cbd4b3efb0 · inbound

V-DEAL: Diagnosing Video Safety De-Calibration as an Understanding-Refusal Coupling Failure cites this paper.

V-DEAL: Diagnosing Video Safety De-Calibration as an Understanding-Refusal Coupling Failure Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-01T08:23:29.666893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.