Paper Citation Record · LEDGER

Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2411.09968.

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

pith.paper-citation-record.v1
2411.09968 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 21 of 21 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:54:03.925130Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T19:20:06.531800Z

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 83c98cf1-a1eb-4065-94db-c6cafa868ab6 · inbound

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

Hallucination of Multimodal Large Language Models: A Survey Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 213

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:33:33.392872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3ebc0f3a-e102-4dca-b569-c3eb4c548913 · inbound

Mitigating Hallucination in Large Vision-Language Models via Adaptive Attention Calibration cites this paper.

Mitigating Hallucination in Large Vision-Language Models via Adaptive Attention Calibration Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-19T12:52:18.038564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bd025866-4c0b-4594-a251-6f09b8e08d4a · inbound

Mitigating Object Hallucination via Robust Local Perception Search cites this paper.

Mitigating Object Hallucination via Robust Local Perception Search Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T05:54:03.925130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40febfed-cfd1-45df-b202-9a1c71f8ff8a · inbound

Dense360: Dense Understanding from Omnidirectional Panoramas cites this paper.

Dense360: Dense Understanding from Omnidirectional Panoramas Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T00:23:55.899256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85e6f998-a196-4e31-9939-9d1029a12a5b · inbound

DenseWorld-1M: Towards Detailed Dense Grounded Caption in the Real World cites this paper.

DenseWorld-1M: Towards Detailed Dense Grounded Caption in the Real World Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-06T21:27:40.755138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39613d2d-a4c9-482a-b3a3-f5002c3b70f0 · inbound

Kwai Keye-VL Technical Report cites this paper.

Kwai Keye-VL Technical Report Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T20:45:10.173386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d01f3afc-539a-41da-ae2a-b9f69b3bb80b · 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 Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-06T18:09:11.917632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bacc4ae4-e3ee-494c-9aba-71a237fc9cf9 · inbound

METEOR: Multi-Encoder Collaborative Token Pruning for Efficient Vision Language Models cites this paper.

METEOR: Multi-Encoder Collaborative Token Pruning for Efficient Vision Language Models Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-06T13:18:05.927482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62c4938f-dd71-462f-864a-de109ec7fbf6 · inbound

ART: Attention Replacement Technique to Improve Factuality in LLMs cites this paper.

ART: Attention Replacement Technique to Improve Factuality in LLMs Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T22:30:50.979622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 37287928-a3b5-44a7-bc42-95ff7d4b799c · inbound

Attention Sink in Transformers: A Survey on Utilization, Interpretation, and Mitigation cites this paper.

Attention Sink in Transformers: A Survey on Utilization, Interpretation, and Mitigation Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 115

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:05:58.215429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5747b385-5d87-4b9b-aba8-13ecf1503094 · inbound

Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models cites this paper.

Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 43

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T17:51:09.369022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e982e3b9-b9e9-42e6-8717-eae43d9fc9fa · inbound

When Looking Is Not Enough: Visual Attention Structure Reveals Hallucination in MLLMs cites this paper.

When Looking Is Not Enough: Visual Attention Structure Reveals Hallucination in MLLMs Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T01:57:05.213662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5db316ef-8f41-418d-aa82-0024bc6a2b87 · inbound

Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning cites this paper.

Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 37

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T22:34:01.812681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 92e378c1-1714-4936-9518-e44b121c1eea · inbound

Kwai Keye-VL-2.0 Technical Report cites this paper.

Kwai Keye-VL-2.0 Technical Report Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-07-03T04:27:37.089106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 84a780bb-3bc0-4210-9694-dd90f5009521 · inbound

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning cites this paper.

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 76

Resolution: verified exact; arxiv_id, observed 2026-07-04T19:20:06.533244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 73f85c7e-294c-4727-b8ef-8ffda2e6fd37 · 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 Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 81

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T06:14:18.706272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a30c4598-20f2-4a9c-88e3-5a1c5d2af6da · 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 Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 81

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T07:05:28.648935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 61274ef6-e42d-42c0-9004-a2d54a9bb2f6 · inbound

The Ebb and Flow of Multimodal Focus: Scheduling Visual Relay Windows for Grounded VLM Reasoning cites this paper.

The Ebb and Flow of Multimodal Focus: Scheduling Visual Relay Windows for Grounded VLM Reasoning Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 57

Resolution: unresolved; no resolver link, observed 2026-07-14T05:37:19.632869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51b720e1-8e49-4199-8617-94ac48974886 · inbound

The Ebb and Flow of Multimodal Focus: Scheduling Visual Relay Windows for Grounded VLM Reasoning cites this paper.

The Ebb and Flow of Multimodal Focus: Scheduling Visual Relay Windows for Grounded VLM Reasoning Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-02T07:01:25.384563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b67b8773-e6d1-4d58-94f5-fec2ac192c8e · inbound

ST-Veto: Spatio-Temporal Token Veto for Diffusion MLLMs via Taylor Prediction and Visual Grounding cites this paper.

ST-Veto: Spatio-Temporal Token Veto for Diffusion MLLMs via Taylor Prediction and Visual Grounding Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T16:48:36.743797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef72004c-976b-4f46-82b5-678fe5cacc2f · inbound

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs cites this paper.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.915824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.