Paper Citation Record · LEDGER

Perception-Aware Policy Optimization for Multimodal Reasoning

As of 7 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 39 inbound Pith citation observations for arXiv:2507.06448.

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

pith.paper-citation-record.v1
2507.06448 v5

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-19T05:11:54.685897Z

measured 82 of 82 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 39 of 39 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:15:57.618864Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

43 of 43 outbound references displayed

verified exact30
verified fuzzy2
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation a3474fff-fe4f-41f0-9e9d-ccc27fa8be92 · outbound

This paper cites " * write output.state after.block = add.period write newline.

Perception-Aware Policy Optimization for Multimodal Reasoning " * write output.state after.block = add.period write newline

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T05:12:05.365873Z

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 359114f6-0ea0-474b-ae83-2668204d5b4f · outbound

This paper cites write newline.

Perception-Aware Policy Optimization for Multimodal Reasoning write newline

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T05:12:05.361811Z

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Observation c7a6e224-2324-42ff-930b-93ac80289f83 · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.370389Z

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Observation 9d108898-0365-4fcc-978b-20562fbabe09 · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.358137Z

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 aa9c559b-80fa-40ad-9b0e-07b32c2059ea · outbound

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

Perception-Aware Policy Optimization for Multimodal Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.842916Z

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

Observation 58688159-628f-4801-a84b-83b277c74bac · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.393909Z

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 51a208cc-713f-419e-9032-46bfb049c5c2 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Perception-Aware Policy Optimization for Multimodal Reasoning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.819520Z

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Observation 34cd7699-4101-4461-97f0-3892267b3726 · outbound

This paper cites T.; and Xu, X.

Perception-Aware Policy Optimization for Multimodal Reasoning T.; and Xu, X

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:12:04.898943Z

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 f98ee5d2-74ed-49af-9b10-77eb4a1c9629 · outbound

This paper cites arXiv preprint arXiv:2506.09736 , year=.

Perception-Aware Policy Optimization for Multimodal Reasoning arXiv preprint arXiv:2506.09736 , year=

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:12:04.905784Z

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 410b8d1c-b9ef-439d-9c79-d6971078ea2f · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.388483Z

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Observation bb4826de-a215-4f05-b0f8-2f7d09409a9e · outbound

This paper cites MoDoMoDo: Multi-Domain Data Mixtures for Multimodal LLM Reinforcement Learning.

Perception-Aware Policy Optimization for Multimodal Reasoning MoDoMoDo: Multi-Domain Data Mixtures for Multimodal LLM Reinforcement Learning

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:12:04.799535Z

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 ffb4f5be-d707-4866-97ce-c3ef6144e1bf · outbound

This paper cites Noisyrollout: Reinforcing visual reasoning with data augmentation.

Perception-Aware Policy Optimization for Multimodal Reasoning Noisyrollout: Reinforcing visual reasoning with data augmentation

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:12:04.831599Z

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 7d976c68-be52-473c-a66f-980e932e76df · outbound

This paper cites VisionReasoner: Unified visual perception and reasoning via reinforcement learning.

Perception-Aware Policy Optimization for Multimodal Reasoning VisionReasoner: Unified visual perception and reasoning via reinforcement learning

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:12:04.815827Z

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 73460f25-4ca9-468c-969b-9099993f6427 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

Perception-Aware Policy Optimization for Multimodal Reasoning MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.794677Z

Source-reported events for the cited work

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Observation bd619933-98de-4453-99f9-7b4100ecbebb · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.385663Z

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Observation 03a99d23-7a15-46c0-9792-07a312aee035 · outbound

This paper cites One RL to See Them All: Visual Triple Unified Reinforcement Learning.

Perception-Aware Policy Optimization for Multimodal Reasoning One RL to See Them All: Visual Triple Unified Reinforcement Learning

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.838451Z

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 d72a3571-b1cd-4393-b4f1-333dcafb43b8 · outbound

This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.

Perception-Aware Policy Optimization for Multimodal Reasoning MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.803695Z

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 827b5dc7-20b0-4833-bfd8-ba8355db7ba9 · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.396393Z

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 d8de1717-616a-4f19-986b-1fd583b7780c · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

Perception-Aware Policy Optimization for Multimodal Reasoning DINOv2: Learning Robust Visual Features without Supervision

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.866205Z

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 1911500e-7472-4bcf-9a28-7987565d2d35 · outbound

This paper cites We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?.

Perception-Aware Policy Optimization for Multimodal Reasoning We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.847081Z

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 eeca7c3f-8da5-4eef-b9ef-73363b91c87f · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.377351Z

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

Observation 2132d01b-cb54-44c6-82f6-09ce990bbddf · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.382746Z

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

Observation bd50d1ed-3010-47a5-8dcb-f2e0c771f194 · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.373467Z

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

Observation f162e7b5-4581-4a42-af20-7e29102e4313 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Perception-Aware Policy Optimization for Multimodal Reasoning Proximal Policy Optimization Algorithms

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.854537Z

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 ff652852-c17e-43ea-9768-716aef33c163 · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.391352Z

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

Observation 8498bdca-74c3-4d29-b333-5b79bece4580 · outbound

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

Perception-Aware Policy Optimization for Multimodal Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.811822Z

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 b33e7b31-7f1a-48da-a873-cd18218f6cbf · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

Perception-Aware Policy Optimization for Multimodal Reasoning VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.869640Z

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 f5ed93e1-10c3-484d-805f-5073bfc110ec · outbound

This paper cites Satori-r1: Incentivizing multimodal reasoning through explicit visual anchoring.

Perception-Aware Policy Optimization for Multimodal Reasoning Satori-r1: Incentivizing multimodal reasoning through explicit visual anchoring

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:12:04.807856Z

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 d3897b44-a2e2-4d80-ac28-101316a47de4 · outbound

This paper cites Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning.

Perception-Aware Policy Optimization for Multimodal Reasoning Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.902376Z

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 b4364fa8-aa8f-482c-a81e-d79415ed2c5f · outbound

This paper cites Srpo: Enhancing multimodal llm reasoning via reflection-aware rein- forcement learning.arXiv preprint arXiv:2506.01713.

Perception-Aware Policy Optimization for Multimodal Reasoning Srpo: Enhancing multimodal llm reasoning via reflection-aware rein- forcement learning.arXiv preprint arXiv:2506.01713

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:12:04.886990Z

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

Observation 678ba928-3566-4b5c-aa58-e4de9765feb6 · outbound

This paper cites VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning.

Perception-Aware Policy Optimization for Multimodal Reasoning VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.890706Z

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 f68c5350-190b-4d9d-8bb9-663afbc9c051 · outbound

This paper cites Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning.

Perception-Aware Policy Optimization for Multimodal Reasoning Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:12:04.894974Z

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 af990ec9-b8b4-44ed-bf44-15eb9a715caa · outbound

This paper cites Visionary-r1: Mitigating shortcuts in visual reasoning with reinforcement learning.

Perception-Aware Policy Optimization for Multimodal Reasoning Visionary-r1: Mitigating shortcuts in visual reasoning with reinforcement learning

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:12:04.876965Z

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

Observation 1ca4b3e0-ef2c-441c-b900-48f483a6cbbe · outbound

This paper cites Perception-R1: Advancing multimodal reasoning capabilities of MLLMs via visual perception reward.

Perception-Aware Policy Optimization for Multimodal Reasoning Perception-R1: Advancing multimodal reasoning capabilities of MLLMs via visual perception reward

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:12:04.880422Z

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

Observation 173c6a40-503d-4c10-b562-64d19537027f · outbound

This paper cites LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts.

Perception-Aware Policy Optimization for Multimodal Reasoning LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.858085Z

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 8217ab54-f0bc-4ed4-be13-d2bacca3cbba · outbound

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

Perception-Aware Policy Optimization for Multimodal Reasoning R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.861860Z

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

Observation d435ef96-b13f-4d91-b360-be0bc04ef91e · outbound

This paper cites an unresolved cited work.

Perception-Aware Policy Optimization for Multimodal Reasoning Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:12:05.379964Z

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 6189f1c6-228d-434f-9e00-ccf452c3c943 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Perception-Aware Policy Optimization for Multimodal Reasoning DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.883594Z

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 f5254e65-b890-4e9a-8c73-be5decc7e72f · outbound

This paper cites MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark.

Perception-Aware Policy Optimization for Multimodal Reasoning MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.823768Z

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 64104d96-8d54-459a-8005-2951aebd1b1d · outbound

This paper cites MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?.

Perception-Aware Policy Optimization for Multimodal Reasoning MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.873225Z

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 aed0ea4a-563a-456b-8f8f-9e4d7453fce8 · outbound

This paper cites DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning.

Perception-Aware Policy Optimization for Multimodal Reasoning DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.835044Z

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 31d75e9b-8420-4b1f-b5c2-3efea16f1745 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

Perception-Aware Policy Optimization for Multimodal Reasoning InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:12:04.827471Z

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 abdc0de2-7310-428f-85bd-6b68a72e6217 · outbound

This paper cites ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning.

Perception-Aware Policy Optimization for Multimodal Reasoning ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-06-09T03:07:59.867366Z

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.

Pith citing papers

Observation e7d8987a-1e34-4486-b289-3db04d99566c · inbound

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-05-18T19:21:48.458569Z

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 f9dc0cc6-1063-4e4d-b0e1-a2eb60bb9f4b · inbound

Beyond Reasoning Gains: Mitigating General-Capability Forgetting in Large Reasoning Models cites this paper.

Beyond Reasoning Gains: Mitigating General-Capability Forgetting in Large Reasoning Models Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-04T08:15:57.618864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc5aac8f-1b8b-458b-abec-5753b23ccdd4 · inbound

CPPO: Contrastive Perception Policy Optimization for VLM Agents cites this paper.

CPPO: Contrastive Perception Policy Optimization for VLM Agents Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T13:07:43.215122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ebbf5eb-e594-43d5-a72d-457eca42dedf · inbound

NarrativeTrack: Evaluating Entity-Centric Reasoning for Narrative Understanding cites this paper.

NarrativeTrack: Evaluating Entity-Centric Reasoning for Narrative Understanding Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T13:02:00.155950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 341f5a0e-27d1-46d1-bb01-95fb5bd16c37 · inbound

NarrativeTrack: Evaluating Entity-Centric Reasoning for Narrative Understanding cites this paper.

NarrativeTrack: Evaluating Entity-Centric Reasoning for Narrative Understanding Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T06:36:33.925089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82d0a0e6-e459-440b-9954-b295d9485faf · inbound

Forest Before Trees: Latent Superposition for Efficient Visual Reasoning cites this paper.

Forest Before Trees: Latent Superposition for Efficient Visual Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-05-16T16:01:05.166099Z

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 bc9d2dd7-5bd4-4085-acbe-2f01483f87ae · inbound

Fine-R1: Make Multi-modal LLMs Excel in Fine-Grained Visual Recognition by Chain-of-Thought Reasoning cites this paper.

Fine-R1: Make Multi-modal LLMs Excel in Fine-Grained Visual Recognition by Chain-of-Thought Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-16T06:17:26.659379Z

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 275b33b6-8eff-42e9-903b-cfa708b08b08 · inbound

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs cites this paper.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 76

Resolution: verified exact; local_arxiv, observed 2026-05-15T20:16:34.653831Z

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 2a9a64f5-7f02-43bc-aea8-a10c3b96c477 · inbound

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs cites this paper.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 76

Resolution: verified exact; local_arxiv, observed 2026-05-22T10:31:25.357953Z

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 8bf1fa6a-ae1d-4042-8c52-3df0ba6d862e · inbound

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs cites this paper.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-02T22:00:10.239223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64d0fd5c-6c9a-43a2-8266-583407ae2783 · inbound

V-Reflection: Transforming MLLMs from Passive Observers to Active Interrogators cites this paper.

V-Reflection: Transforming MLLMs from Passive Observers to Active Interrogators Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-05-13T23:58:28.528420Z

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 2e6caec1-8066-4e13-936c-2856a4ff63b7 · inbound

Visual Enhanced Depth Scaling for Multimodal Latent Reasoning cites this paper.

Visual Enhanced Depth Scaling for Multimodal Latent Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 65

Resolution: verified exact; local_arxiv, observed 2026-05-11T08:11:04.218805Z

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 bed31903-6d60-458c-bdf1-19a0053bfdaf · inbound

Visual Enhanced Depth Scaling for Multimodal Latent Reasoning cites this paper.

Visual Enhanced Depth Scaling for Multimodal Latent Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 65

Resolution: verified exact; local_arxiv, observed 2026-05-12T06:01:26.702734Z

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 fa86347f-5917-44fd-8b0c-296fc21920c1 · inbound

Visual Enhanced Depth Scaling for Multimodal Latent Reasoning cites this paper.

Visual Enhanced Depth Scaling for Multimodal Latent Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 65

Resolution: verified exact; local_arxiv, observed 2026-05-13T07:27:29.206516Z

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 53b754bb-7d08-4d98-833b-eabd2a17a703 · inbound

Q-DeepSight: Incentivizing Thinking with Images for Image Quality Assessment and Refinement cites this paper.

Q-DeepSight: Incentivizing Thinking with Images for Image Quality Assessment and Refinement Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-05-10T06:46:37.293875Z

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 c18877d0-e5e9-4621-b704-d2dc5b47f847 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 97

Resolution: verified exact; local_arxiv, observed 2026-05-12T10:21:29.969986Z

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 52f074b3-f4fe-4727-8cfa-6aefbe46dfa4 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 97

Resolution: verified exact; local_arxiv, observed 2026-05-11T22:11:16.774088Z

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 1be34a22-7c56-4d11-9965-435fddfb70df · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 97

Resolution: verified exact; local_arxiv, observed 2026-05-19T17:02:40.675991Z

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 d9f2fb2f-1d95-4192-a7ec-45ebe732f83c · inbound

MHPR: Multidimensional Human Perception and Reasoning Benchmark for Large Vision-Languate Models cites this paper.

MHPR: Multidimensional Human Perception and Reasoning Benchmark for Large Vision-Languate Models Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-12T11:01:30.624397Z

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 065c6ebb-74a3-43f5-9b64-e0dcacb1ecdb · inbound

Reinforcing Multimodal Reasoning Against Visual Degradation cites this paper.

Reinforcing Multimodal Reasoning Against Visual Degradation Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-05-12T06:06:25.242664Z

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 6b048127-87de-405c-ae5f-1eb83418d932 · inbound

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning cites this paper.

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-05-12T05:11:22.911223Z

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 ab8a3ff7-0a6f-49cf-b733-439b665071c0 · inbound

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning cites this paper.

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-05-13T07:47:31.624993Z

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 1cbdb3c0-b461-47b3-a991-d6213a5a1cbf · inbound

Reflection Anchors for Propagation-Aware Visual Retention in Long-Chain Multimodal Reasoning cites this paper.

Reflection Anchors for Propagation-Aware Visual Retention in Long-Chain Multimodal Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-05-12T07:41:26.448786Z

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 730a824b-9a15-4357-8ae9-130108c9edc3 · inbound

Visual-Advantage On-Policy Distillation for Vision-Language Models cites this paper.

Visual-Advantage On-Policy Distillation for Vision-Language Models Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-05-22T07:24:42.923599Z

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 da83562f-cc52-4b05-b104-82d54b740024 · inbound

Escape the Language Prior: Mitigating Late-Stage Modality Collapse in Audio Reasoning via Modality-Aware Policy Optimization cites this paper.

Escape the Language Prior: Mitigating Late-Stage Modality Collapse in Audio Reasoning via Modality-Aware Policy Optimization Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-06-29T17:53:47.577944Z

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 d55c61b8-93b0-40b2-b23d-f28ea6276ca0 · inbound

Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding cites this paper.

Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-06-28T19:32:34.993488Z

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 516f15e1-89d9-4ef8-a1be-bd009457c7a0 · inbound

Teaching the Way, Not the Answer: Privileged Tutoring Distillation for Multimodal Policy Optimization cites this paper.

Teaching the Way, Not the Answer: Privileged Tutoring Distillation for Multimodal Policy Optimization Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-07-02T19:07:18.029695Z

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 ffcadad2-aec4-47fc-afe0-0ef93208dae1 · inbound

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning cites this paper.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:47:23.104445Z

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 bc345b3a-26ef-4a08-8500-5b42088179ed · inbound

MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning cites this paper.

MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 108

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T20:18:57.746659Z

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 2d32805b-602d-4a3a-8829-45d73cf98b2d · inbound

CFPO: Counterfactual Policy Optimization for Multimodal Reasoning cites this paper.

CFPO: Counterfactual Policy Optimization for Multimodal Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-07-04T10:09:44.512609Z

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 054f1806-92bc-43be-a0e2-aea11df5e414 · inbound

VeriEvol: Scaling Multimodal Mathematical Reasoning via Verifiable Evol-Instruct cites this paper.

VeriEvol: Scaling Multimodal Mathematical Reasoning via Verifiable Evol-Instruct Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-07-04T10:39:46.103753Z

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 5a1459d4-fb35-448e-9015-3d5f92e44d7f · inbound

V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning cites this paper.

V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-04T19:20:06.728831Z

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 55ac53a3-914e-4dbb-97b5-a3e494d341ec · inbound

Staying VIGILant: Mitigating Visual Laziness via Counterfactual Visual Alignment in MLLMs cites this paper.

Staying VIGILant: Mitigating Visual Laziness via Counterfactual Visual Alignment in MLLMs Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-07-04T15:49:57.363070Z

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 b10acfd0-27ca-4a6c-bef0-a342f495510a · inbound

RSICCLLM: A Multimodal Large Language Model for Remote Sensing Image Change Captioning cites this paper.

RSICCLLM: A Multimodal Large Language Model for Remote Sensing Image Change Captioning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 53

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T17:05:51.429152Z

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 38cc0a18-c7ba-4451-b6c6-be0006946a7b · inbound

VisReflect: Latent Visual Reflection for Fine-Grained Perception in Long Visual Context cites this paper.

VisReflect: Latent Visual Reflection for Fine-Grained Perception in Long Visual Context Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 37

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T06:04:21.272222Z

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 c0be25c6-b1c8-4810-ada9-a488ef14bfd1 · inbound

H-OPD: Confidence Aware Heterogeneous Multi-Teacher Multimodal On-policy Distillation cites this paper.

H-OPD: Confidence Aware Heterogeneous Multi-Teacher Multimodal On-policy Distillation Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-07-12T09:29:14.105502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16c75267-7b7e-4d91-8939-5c284401d55e · inbound

SIVA-RL: Sensitivity-Invariance Visual Alignment for Multimodal Reinforcement Learning cites this paper.

SIVA-RL: Sensitivity-Invariance Visual Alignment for Multimodal Reinforcement Learning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T03:20:41.123647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2a9dcd2-b824-48a5-bd32-77d62a6a058a · inbound

Med-OPD: Improving Medical Vision-Language Models via Evidence-Aware On-Policy Distillation cites this paper.

Med-OPD: Improving Medical Vision-Language Models via Evidence-Aware On-Policy Distillation Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T06:36:36.304920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf478290-8401-4027-90e6-4ac0fe3c2963 · inbound

MIRROR: Learning from the Other View for Multi-Modal Reasoning cites this paper.

MIRROR: Learning from the Other View for Multi-Modal Reasoning Perception-Aware Policy Optimization for Multimodal Reasoning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-01T07:15:04.823955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.