Paper Citation Record · LEDGER

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning

As of 10 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2505.19611.

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

pith.paper-citation-record.v1
2505.19611 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:13:56.478464Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:38:40.011379Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T22:38:41.332792Z

Reference resolution

33 of 33 outbound references displayed

verified exact0
verified fuzzy13
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ba39af45-0a52-4e77-a978-96e8f6e25c55 · outbound

This paper cites OpenAI o1 System Card.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning OpenAI o1 System Card

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:51.606155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6347ccf2-40e5-44ca-b509-c1ceb9d158f5 · outbound

This paper cites Virgo: A Preliminary Exploration on Reproducing o1-like MLLM.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:51.795976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e1e3443-bf1c-4395-830f-82c123cea49f · outbound

This paper cites Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:52.004202Z

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Unavailable: canonical work link unavailable.

Observation 346c0276-220e-4c6d-b86f-e7d4bf69744d · outbound

This paper cites Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:52.090547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c15369b9-d485-4683-a15b-39a08f08b63a · outbound

This paper cites Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:52.196940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc57d049-71d4-4193-8730-5a98b9f6bfeb · outbound

This paper cites LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:52.292210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ee3cd5e-33e5-471c-9415-6a828f75d6b7 · outbound

This paper cites Visual-RFT: Visual Reinforcement Fine-Tuning.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Visual-RFT: Visual Reinforcement Fine-Tuning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:52.401714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32fb4488-fe47-440e-ad4c-28326d59acdf · outbound

This paper cites R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:52.596992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9c38acc-e6b4-4cb2-8863-5c3d91f88019 · outbound

This paper cites OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:52.802813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e63e12f9-af31-4b46-8ea0-128194184922 · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Flamingo: a visual language model for few-shot learning

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:59.605379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 49d3f9a4-6451-4cc1-86a5-ed10c1a87c53 · outbound

This paper cites Visual instruction tuning.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Visual instruction tuning

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:59.329451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3de6f53c-bb5c-4fd4-aa70-e09ec0b0a805 · outbound

This paper cites GPT-4 Technical Report.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning GPT-4 Technical Report

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:53.291084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9334a804-fa65-4068-836e-76aa528ff6ea · outbound

This paper cites Instructblip: Towards general-purpose vision-language models with instruction tuning.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Instructblip: Towards general-purpose vision-language models with instruction tuning

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:59.138256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c9c35a3a-e7ab-49b8-82e2-6924501282f5 · outbound

This paper cites Dragonfly: Multi-Resolution Zoom-In Encoding Enhances Vision-Language Models.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Dragonfly: Multi-Resolution Zoom-In Encoding Enhances Vision-Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:53.620718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d8f6eb0-2511-43cd-afba-72ff15637f22 · outbound

This paper cites How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:53.796167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3df8ce04-c3bf-4a7a-ad5d-6939fc37cb92 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning LLaVA-OneVision: Easy Visual Task Transfer

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:53.898199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2c59655-c120-4b05-b1a8-743263e35bc3 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:54.223490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2699f0e0-d716-4443-96fa-cfcfafcf8b6a · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:54.408709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7dc8d96-714b-48b1-9d93-601e3833937a · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:54.597203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16c42a8c-b3e3-44e8-8da4-f07d7036e45d · outbound

This paper cites R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:54.748068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c2617f5-11fa-498a-b7a9-e89589bead1b · outbound

This paper cites R1-v: Reinforcing super generalization ability in visionlanguage models with less than $3.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning R1-v: Reinforcing super generalization ability in visionlanguage models with less than $3

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:58.952152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5a7d2bf0-8f90-420b-8b2a-5999210767c9 · outbound

This paper cites R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:55.303699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4eb090f0-30a4-49a1-bf14-2cf31caac5d9 · outbound

This paper cites Concealed object detection.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Concealed object detection

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:58.802278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 38f586e0-aadf-44cf-b749-28e35ecad464 · outbound

This paper cites High-resolution iterative feedback network for camouflaged object detection.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning High-resolution iterative feedback network for camouflaged object detection

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:58.507024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bdeb44ba-528a-4df0-96df-7289ae280d43 · outbound

This paper cites Chain of visual perception: Harnessing multimodal large language models for zero-shot camouflaged object detection.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Chain of visual perception: Harnessing multimodal large language models for zero-shot camouflaged object detection

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:58.235945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4f74db70-cafd-410c-9b55-b63a998261f5 · outbound

This paper cites Camouflage.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Camouflage

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:57.994342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8528c986-0351-4ae3-bfd0-6ab0b8f13d94 · outbound

This paper cites Animal camouflage: current issues and new perspectives.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Animal camouflage: current issues and new perspectives

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:57.776014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f8b092e8-ad42-4ad1-8064-fd3f3c0b58c4 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:55.985152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59020e8c-901a-4291-b3bf-33113287cc2f · outbound

This paper cites Qwen2.5-VL Technical Report.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Qwen2.5-VL Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:56.070510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faaeb78e-e062-4824-9e8b-fbb44472c21d · outbound

This paper cites Camouflaged object detection.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Camouflaged object detection

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:57.545216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 13240c0f-7fc8-40e4-930b-442dfee1233e · outbound

This paper cites Simultane- ously localize, segment and rank the camouflaged objects.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Simultane- ously localize, segment and rank the camouflaged objects

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:57.307504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 00c931a7-21cc-42ea-9067-2bb5f891647b · outbound

This paper cites Anabranch network for camouflaged object segmentation.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Anabranch network for camouflaged object segmentation

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:57.075845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c0dea52c-1342-4e53-838d-e1d3196ca618 · outbound

This paper cites Animal camouflage analysis: Chameleon database.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Animal camouflage analysis: Chameleon database

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:56.930096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation a8495c4e-2231-4f96-86ef-af81bf693581 · inbound

OracleFusion: Assisting the Decipherment of Oracle Bone Script with Structurally Constrained Semantic Typography cites this paper.

OracleFusion: Assisting the Decipherment of Oracle Bone Script with Structurally Constrained Semantic Typography Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:38:41.421914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.