Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 56 inbound Pith citation observations for arXiv:2503.10291.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T19:56:01.947345Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.
Observation e1b25499-ef54-4575-90e3-e45f4e117118 · inbound
UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation cites this paper.
UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 70
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:34:55.820224Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96c7fdab-7bb1-4dbd-b817-ff0c0b83b648 · inbound
OCR-Reasoning Benchmark: Unveiling the True Capabilities of MLLMs in Complex Text-Rich Image Reasoning cites this paper.
OCR-Reasoning Benchmark: Unveiling the True Capabilities of MLLMs in Complex Text-Rich Image Reasoning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:57:20.837510Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91ff927c-8585-4733-abf8-33827210c667 · inbound
Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models cites this paper.
Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:31:13.239675Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c994559-1c4f-4a4e-a084-4f9d5dee187f · inbound
Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning cites this paper.
Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:24:42.507040Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1aa3ba3e-bc83-4e45-923a-36e8737cec09 · inbound
UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents cites this paper.
UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:34:15.560978Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 976e89c3-815f-41cc-8fb3-508f1184dac0 · inbound
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models cites this paper.
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:51:35.324780Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98bcf2ab-b1af-405d-b0dd-0ffed01820e9 · inbound
PixelThink: Towards Efficient Chain-of-Pixel Reasoning cites this paper.
PixelThink: Towards Efficient Chain-of-Pixel Reasoning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:45:45.679803Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a17f981c-2931-4cd4-a188-00780aeb2972 · inbound
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking cites this paper.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.976791Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35195a0a-124e-4c7d-a219-b93373d467c6 · inbound
K12Vista: Exploring the Boundaries of MLLMs in K-12 Education cites this paper.
K12Vista: Exploring the Boundaries of MLLMs in K-12 Education VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:42:31.819593Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-13T06:32:02.005865+00:00.
Observation 6290e526-21b7-4b54-ad8e-4f63cb734c17 · inbound
Evaluating MLLMs with Multimodal Multi-image Reasoning Benchmark cites this paper.
Evaluating MLLMs with Multimodal Multi-image Reasoning Benchmark VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:19.613480Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9926470-386d-4ba4-9230-85aa4286e314 · inbound
MMRefine: Unveiling the Obstacles to Robust Refinement in Multimodal Large Language Models cites this paper.
MMRefine: Unveiling the Obstacles to Robust Refinement in Multimodal Large Language Models VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:39:59.406354Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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.
Observation 4c6225d7-f8a3-4908-81aa-9d65d80833e6 · inbound
VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus cites this paper.
VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T19:56:01.947345Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.