Paper Citation Record · LEDGER

VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 44 inbound Pith citation observations for arXiv:2503.10291.

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

pith.paper-citation-record.v1
2503.10291 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 44 of 44 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 44 of 44 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:27:04.949338Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

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External citation measurements

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

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 0357deb5-f945-4f28-954b-f79a9557f837 · inbound

T2I-FactualBench: Benchmarking the Factuality of Text-to-Image Models with Knowledge-Intensive Concepts cites this paper.

T2I-FactualBench: Benchmarking the Factuality of Text-to-Image Models with Knowledge-Intensive Concepts VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-23T08:02:43.301816Z

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 0c8b6bab-40fd-4ef5-a69b-4f51776f7c37 · inbound

From System 1 to System 2: A Survey of Reasoning Large Language Models cites this paper.

From System 1 to System 2: A Survey of Reasoning Large Language Models VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 177

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:36:24.230946Z

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 93397a2e-c44b-4da0-b9ff-85e0fa4b7d70 · inbound

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

OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 75

Resolution: verified exact; arxiv_id, observed 2026-05-19T06:59:03.295558Z

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 4416468e-560f-42f8-b27d-2bfabe7a4572 · inbound

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

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 126

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:41:08.123645Z

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 8231b32a-9cff-4b97-b07b-433a37fa33fb · inbound

Reinforcement Learning from Human Feedback cites this paper.

Reinforcement Learning from Human Feedback VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 99

Resolution: verified exact; arxiv_id, observed 2026-05-22T19:32:01.103457Z

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 ede0b217-4f58-4d77-bde2-4636fe296336 · inbound

RewardBench 2: Advancing Reward Model Evaluation cites this paper.

RewardBench 2: Advancing Reward Model Evaluation VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:22:16.709903Z

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 b65f2783-cb81-4d0b-81c6-d4f0b5b9c89e · inbound

WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning cites this paper.

WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:04.949338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e58ef32d-61b3-4a67-bba3-05a0c7d124eb · inbound

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design cites this paper.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:40.281992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6bbca02-a527-4cb8-a7e2-05fd2c2b8596 · inbound

BMMR: A Large-Scale Bilingual Multimodal Multi-Discipline Reasoning Dataset cites this paper.

BMMR: A Large-Scale Bilingual Multimodal Multi-Discipline Reasoning Dataset VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T20:15:52.646946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 397007ca-f815-49d8-bfee-c49396f092d9 · inbound

EduFlow: Advancing MLLMs' Problem-Solving Proficiency through Multi-Stage, Multi-Perspective Critique cites this paper.

EduFlow: Advancing MLLMs' Problem-Solving Proficiency through Multi-Stage, Multi-Perspective Critique VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:54.825440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af3cbdf7-50fb-4977-a426-7995841d4cec · inbound

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning cites this paper.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:16.939733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c67da1dd-31f8-4225-9259-3c6597d91784 · inbound

VRPRM: Process Reward Modeling via Visual Reasoning cites this paper.

VRPRM: Process Reward Modeling via Visual Reasoning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T12:21:30.970706Z

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 c4e37aac-a1b6-47b5-8351-96dc2335b822 · inbound

VRPRM: Process Reward Modeling via Visual Reasoning cites this paper.

VRPRM: Process Reward Modeling via Visual Reasoning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T04:27:05.367965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c733a776-8f7c-4f95-a8c5-460a68bb050a · inbound

GM-PRM: A Generative Multimodal Process Reward Model for Multimodal Mathematical Reasoning cites this paper.

GM-PRM: A Generative Multimodal Process Reward Model for Multimodal Mathematical Reasoning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T00:59:53.654101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09a9147e-039b-4d1b-9b85-d77cc603ab32 · inbound

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency cites this paper.

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 144

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:58:58.855293Z

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 5e30e8a2-f9a7-480f-ac96-142f40427ac7 · inbound

LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model cites this paper.

LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T13:24:39.845687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9563bb18-9800-47b5-8b4d-38580fbf2181 · inbound

Reinforced Visual Perception with Tools cites this paper.

Reinforced Visual Perception with Tools VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-05T12:27:05.053667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8ac7af6-dc72-4af8-b27a-13e3231807a1 · inbound

Physical Plausibility Reasoning via HCM-GRPO: Empowering Compact Model for Superior Performance cites this paper.

Physical Plausibility Reasoning via HCM-GRPO: Empowering Compact Model for Superior Performance VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T22:36:10.373032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe9e57f4-5e9e-4184-984c-23255ecbc06e · inbound

EvoLMM: Self-Evolving Large Multimodal Models with Continuous Rewards cites this paper.

EvoLMM: Self-Evolving Large Multimodal Models with Continuous Rewards VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T21:09:25.222181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b47ab510-e6f2-4a28-9631-23b49267ba75 · inbound

PaLMR: Towards Faithful Visual Reasoning via Multimodal Process Alignment cites this paper.

PaLMR: Towards Faithful Visual Reasoning via Multimodal Process Alignment VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T19:57:33.167864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab5f3789-1d32-4599-bbbe-d830fb9ca578 · inbound

CoVR-R:Reason-Aware Composed Video Retrieval cites this paper.

CoVR-R:Reason-Aware Composed Video Retrieval VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-13T21:37:55.887477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cff69bee-e71b-48b7-82bc-7adcb4899906 · inbound

Process Reward Models Meet Planning: Generating Precise and Scalable Datasets for Step-Level Rewards cites this paper.

Process Reward Models Meet Planning: Generating Precise and Scalable Datasets for Step-Level Rewards VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-10T04:45:21.123931Z

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 d2b4ed60-afb0-46a3-a858-67eabcabdc6e · inbound

DT2IT-MRM: Debiased Preference Construction and Iterative Training for Multimodal Reward Modeling cites this paper.

DT2IT-MRM: Debiased Preference Construction and Iterative Training for Multimodal Reward Modeling VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:26:04.091377Z

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 c97eab3c-2eb9-442d-ad84-ff0870ecc7c8 · inbound

V-tableR1: Process-Supervised Multimodal Table Reasoning with Critic-Guided Policy Optimization cites this paper.

V-tableR1: Process-Supervised Multimodal Table Reasoning with Critic-Guided Policy Optimization VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T14:01:04.215642Z

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 ba2121d0-d693-4a90-be7d-127fd5e02659 · inbound

Chart-FR1: Visual Focus-Driven Fine-Grained Reasoning on Dense Charts cites this paper.

Chart-FR1: Visual Focus-Driven Fine-Grained Reasoning on Dense Charts VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:16:02.907342Z

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 e51d29f8-5501-46de-a428-82aec7ed1639 · inbound

Verification Mirage: Mapping the Reliability Boundary of Self-Verification in Medical VQA cites this paper.

Verification Mirage: Mapping the Reliability Boundary of Self-Verification in Medical VQA VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:56:25.498891Z

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 45c67538-77e6-4ca5-b22c-fa3be027f5ca · inbound

Self-Consistent Latent Reasoning: Long Latent Sequence Reasoning for Vision-Language Model cites this paper.

Self-Consistent Latent Reasoning: Long Latent Sequence Reasoning for Vision-Language Model VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-13T07:17:29.175391Z

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 4a07c751-3688-4944-89f9-33c75bf95245 · inbound

Self-Consistent Latent Reasoning: Long Latent Sequence Reasoning for Vision-Language Model cites this paper.

Self-Consistent Latent Reasoning: Long Latent Sequence Reasoning for Vision-Language Model VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:48:00.564018Z

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 c8f15d7c-bc4d-4bc7-9d8e-958a90137a98 · inbound

PDCR: Perception-Decomposed Confidence Reward for Vision-Language Reasoning cites this paper.

PDCR: Perception-Decomposed Confidence Reward for Vision-Language Reasoning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-14T19:22:50.527662Z

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 2a218807-cbe8-47ed-901d-fca5d1fefff5 · inbound

LLMs Know When They Know, but Do Not Act on It: A Metacognitive Harness for Test-time Scaling cites this paper.

LLMs Know When They Know, but Do Not Act on It: A Metacognitive Harness for Test-time Scaling VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-15T04:49:43.921154Z

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 47c4b1de-10bd-4aa9-ab26-e8c771386952 · inbound

From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding cites this paper.

From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 76

Resolution: verified exact; arxiv_id, observed 2026-05-20T18:43:38.786474Z

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 8e3a314e-a995-4df0-a4dc-2b262804e1c8 · inbound

PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization cites this paper.

PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:43:12.481573Z

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 99005f9f-9931-4576-98e8-0ad675cdd3f2 · inbound

PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization cites this paper.

PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T02:23:31.506677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edb38eaa-85f3-4dfe-bd80-7f9e3c602e8b · inbound

CaptchaMind: Training CAPTCHA Solvers via Reinforcement Learning with Explicit Reasoning Supervision cites this paper.

CaptchaMind: Training CAPTCHA Solvers via Reinforcement Learning with Explicit Reasoning Supervision VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 45

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T06:18:05.601029Z

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 79388d26-6c86-48c3-809a-70c48ed6a507 · inbound

PRO-CUA: Process-Reward Optimization for Computer Use Agents cites this paper.

PRO-CUA: Process-Reward Optimization for Computer Use Agents VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T11:53:24.213227Z

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 4b3b86c1-8001-40c5-b9d7-3665d5975513 · inbound

StemBind: When MLLMs Get Lost Between Rules and Instances in Abstract Visual Reasoning cites this paper.

StemBind: When MLLMs Get Lost Between Rules and Instances in Abstract Visual Reasoning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:02:50.470385Z

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 e3088156-84dc-4d24-b31a-df4e8c9fe142 · inbound

ATLAS: Agentic Test-time Learning-to-Allocate Scaling cites this paper.

ATLAS: Agentic Test-time Learning-to-Allocate Scaling VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:26:17.018851Z

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 c311efaa-8915-439f-9605-8e9a7ce9317b · inbound

SCI-PRM: A Tool Aware Process Reward Model for Scientific Reasoning Verification cites this paper.

SCI-PRM: A Tool Aware Process Reward Model for Scientific Reasoning Verification VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:46:46.511202Z

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 ed2bd02a-a54d-46d2-bded-3debe6d62791 · inbound

Improving Multimodal Reasoning via Worst Dimension Optimization cites this paper.

Improving Multimodal Reasoning via Worst Dimension Optimization VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:37:14.806679Z

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 8172c0e5-dec6-45cc-be10-b308f5d40ae3 · inbound

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning cites this paper.

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 82

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:37:25.318226Z

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 88dd4483-2fe0-4c59-aaed-a601380ca739 · inbound

Reasoning as Intersection: Consensus-Frame Alignment for Visual Focus in Video-MLLMs cites this paper.

Reasoning as Intersection: Consensus-Frame Alignment for Visual Focus in Video-MLLMs VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:58:57.733804Z

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 58d63079-3feb-46bd-9be9-c55760f13cbe · inbound

Test-Time Scaling for Small VLMs on Multilingual Visual MCQ cites this paper.

Test-Time Scaling for Small VLMs on Multilingual Visual MCQ VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T03:00:51.318412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27a4cdd8-8675-4686-940c-1dea5a4259e8 · inbound

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners cites this paper.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-31T10:52:57.434420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9026cc3-10b4-4545-9445-6bb030723ba1 · inbound

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners cites this paper.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T01:24:27.043856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.