Paper Citation Record · LEDGER

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

As of 18 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 13 inbound Pith citation observations for arXiv:2506.16141.

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

pith.paper-citation-record.v1
2506.16141 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:48:37.725055Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:35:11.261146Z

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

50 of 50 outbound references displayed

verified exact0
verified fuzzy11
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

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

Outbound references

Observation 1f1d5302-beb0-423c-96f4-79e6943e7596 · outbound

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

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:32.974881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24167e82-b909-4652-9040-1d7369cbefcb · outbound

This paper cites an unresolved cited work.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:48:41.128978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 96bc01f3-3303-4e46-94cd-badd1d66a95a · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:33.083995Z

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Observation 07a8d6fe-123a-4013-9744-9ef7209e42e7 · outbound

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

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:33.164335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aedcf7f-19ce-4c21-afc1-14879ba2e61c · outbound

This paper cites Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:33.223889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87668594-5f01-4f8b-87d3-d9f12a73318e · outbound

This paper cites Demystifying Long Chain-of-Thought Reasoning in LLMs.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Demystifying Long Chain-of-Thought Reasoning in LLMs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:33.343894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ba8fcbb-2e6b-49cc-a7f8-6b01284932df · outbound

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

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:33.451030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1dcbb12-835c-47db-b815-97acdf0acfd0 · outbound

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

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Visual-RFT: Visual Reinforcement Fine-Tuning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:33.585809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d460403-1db4-4434-a36a-5a883226b3fc · outbound

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

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:33.702470Z

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Observation 01639783-15c5-441b-99d6-50825f3a2196 · outbound

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

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:33.790717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e860905-a7be-4343-940b-cca4e68e3f50 · outbound

This paper cites Video-r1: Reinforcing video reasoning in mllms, 2025.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Video-r1: Reinforcing video reasoning in mllms, 2025

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:40.869684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1b678cb0-2ede-464c-a21e-6c7e4010fef8 · outbound

This paper cites EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level Planning.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level Planning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:33.921347Z

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Observation fed62ce0-a034-485a-bf36-63085f2fbbd6 · outbound

This paper cites EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:33.993024Z

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Observation caef7470-ac90-4e9c-8f9c-ee95ebbe62f4 · outbound

This paper cites Rescaling egocentric vision: Collection, pipeline and challenges for epic-kitchens-100.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Rescaling egocentric vision: Collection, pipeline and challenges for epic-kitchens-100

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:40.652360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5ff65fe0-73c8-4310-8e5b-87392040dbc7 · outbound

This paper cites Ego4d: Around the world in 3,000 hours of egocentric video.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Ego4d: Around the world in 3,000 hours of egocentric video

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:34.135877Z

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Observation f9c40393-dab8-4541-82f8-5cca8d1246b1 · outbound

This paper cites Proximal policy optimization algorithms, 2017.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Proximal policy optimization algorithms, 2017

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:40.372247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ba36716a-bc1f-4057-bbe6-55210a24beae · outbound

This paper cites Dapo: An open-source llm reinforcement learning system at scale, 2025.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Dapo: An open-source llm reinforcement learning system at scale, 2025

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:34.320914Z

Source-reported events for the cited work

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Observation e55eb96e-5451-4977-8298-c7ca82c2048c · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Understanding R1-Zero-Like Training: A Critical Perspective

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:34.438236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55dc7406-8b3a-440b-b8c9-44bd12456a59 · outbound

This paper cites Let’s verify step by step, 2023.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Let’s verify step by step, 2023

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:34.522538Z

Source-reported events for the cited work

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Observation 0924cf59-4514-4f59-8d31-deddba17e0f4 · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Solving math word problems with process- and outcome-based feedback

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:34.603403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 703c21e7-fa80-4e50-8baa-1a99f975d6ab · outbound

This paper cites Alphamath almost zero: Process supervision without process.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Alphamath almost zero: Process supervision without process

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:40.165451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 210ad232-6d95-4711-a1dd-85c5fe2758f7 · outbound

This paper cites Improve Mathematical Reasoning in Language Models by Automated Process Supervision.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:34.742575Z

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Observation 0feb8827-418f-418e-8da2-a7028c875bb9 · outbound

This paper cites Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:34.838198Z

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Unavailable: canonical work link unavailable.

Observation 3e166373-3cab-4d7d-93c9-1559829a576c · outbound

This paper cites LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:34.894129Z

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Observation 4249718d-264d-47b1-9722-2ef4abd5d1ae · outbound

This paper cites Evaluating mathematical reasoning beyond accuracy.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Evaluating mathematical reasoning beyond accuracy

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:39.929136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 97e55492-936f-4c0e-a906-accf45d41bb2 · outbound

This paper cites Generative Verifiers: Reward Modeling as Next-Token Prediction.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Generative Verifiers: Reward Modeling as Next-Token Prediction

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:35.066396Z

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Observation 82a53331-fc24-45c0-93c9-e2aad67d13f5 · outbound

This paper cites Warp: On the benefits of weight averaged rewarded policies, 2024.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Warp: On the benefits of weight averaged rewarded policies, 2024

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:39.715436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3a7d7d8c-b443-443e-a03b-13792fd8bef1 · outbound

This paper cites Gtr: Guided thought reinforcement prevents thought collapse in rl-based vlm agent training, 2025.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Gtr: Guided thought reinforcement prevents thought collapse in rl-based vlm agent training, 2025

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:35.276903Z

Source-reported events for the cited work

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Observation c747885d-dd23-4ad6-9ada-f9fdd4f839b3 · outbound

This paper cites Mm-math: Advancing multimodal math evaluation with process evaluation and fine-grained classification.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Mm-math: Advancing multimodal math evaluation with process evaluation and fine-grained classification

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:39.435084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5527d3f9-a4c7-4a69-9141-87eaf4ece1dc · outbound

This paper cites Open-r1-video.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Open-r1-video

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:39.241098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f4b54ff6-e282-4069-af2e-5c4dee1f3d62 · outbound

This paper cites R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:35.612776Z

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Observation 4042c7ab-253b-407c-887f-31b9ae9694a2 · outbound

This paper cites Mafw: A large-scale, multi-modal, compound affective database for dynamic facial expression recognition in the wild.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Mafw: A large-scale, multi-modal, compound affective database for dynamic facial expression recognition in the wild

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:39.023697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e7c72394-096f-4d90-8344-71c77b1bb301 · outbound

This paper cites Dfew: A large-scale database for recognizing dynamic facial expressions in the wild.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Dfew: A large-scale database for recognizing dynamic facial expressions in the wild

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:38.821362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a0df6ca4-fdf4-447a-850d-7e9688d04544 · outbound

This paper cites Longvideobench: A benchmark for long- context interleaved video-language understanding.Advances in Neural Information Processing Systems, 37:28828–28857, 2024.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Longvideobench: A benchmark for long- context interleaved video-language understanding.Advances in Neural Information Processing Systems, 37:28828–28857, 2024

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:35.861496Z

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Observation 22a0426f-ac6a-4cdc-933e-c641f0d5a4d0 · outbound

This paper cites Mvbench: A comprehensive multi-modal video understanding benchmark.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Mvbench: A comprehensive multi-modal video understanding benchmark

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:35.947030Z

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Observation db357cd1-ea01-459b-945c-e6a9cfcee43c · outbound

This paper cites Tempcompass: Do video llms really understand videos? InFindings of the Association for Computational Linguistics ACL 2024, pages 8731–8772, 2024.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Tempcompass: Do video llms really understand videos? InFindings of the Association for Computational Linguistics ACL 2024, pages 8731–8772, 2024

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:48:38.593156Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b6b4a07a-446e-465a-b0b2-fc16fed427ae · outbound

This paper cites Mmbench-video: A long-form multi-shot benchmark for holistic video understanding.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Mmbench-video: A long-form multi-shot benchmark for holistic video understanding

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:36.245848Z

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Observation 8120ea48-5a60-4ed9-b67c-264cbe53d991 · outbound

This paper cites Qwen2.5-VL Technical Report.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Qwen2.5-VL Technical Report

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:36.371774Z

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Observation d1bee5ad-baba-454a-9bb7-b7384a0c64e1 · outbound

This paper cites GPT-4o System Card.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning GPT-4o System Card

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:36.504016Z

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Observation 52bd632d-3da6-4f60-8a1d-5a5eb892d476 · outbound

This paper cites Llama-vid: An image is worth 2 tokens in large language models.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Llama-vid: An image is worth 2 tokens in large language models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:36.600274Z

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Observation 9fa98f0e-5053-4c37-abe0-bb1c03d95e62 · outbound

This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:36.680253Z

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Observation 0b8f8ce4-9400-4786-81bd-7c484317d5cc · outbound

This paper cites Long Context Transfer from Language to Vision.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Long Context Transfer from Language to Vision

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:36.814956Z

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Observation 94c136af-0e49-4990-a1f1-2c94e53f5172 · outbound

This paper cites Vila: On pre-training for visual language models.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Vila: On pre-training for visual language models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:36.999749Z

Source-reported events for the cited work

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Observation 847d3506-46b5-4ed4-996a-c47b8e2c793e · outbound

This paper cites Unhackable Temporal Rewarding for Scalable Video MLLMs.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Unhackable Temporal Rewarding for Scalable Video MLLMs

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:37.181614Z

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Observation cd5f36df-dc5c-4131-8cbc-28b81e2c7ef5 · outbound

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

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning LLaVA-OneVision: Easy Visual Task Transfer

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:37.284629Z

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Observation d2d036f9-03e3-4183-a4e4-e3dade6832b8 · outbound

This paper cites Kangaroo: A Powerful Video-Language Model Supporting Long-context Video Input.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Kangaroo: A Powerful Video-Language Model Supporting Long-context Video Input

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:37.373080Z

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Observation a6198fb0-460d-4309-8991-d026ef49699f · outbound

This paper cites Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:37.464542Z

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Observation 7e2d0813-3723-406c-9f37-99613b9ef861 · outbound

This paper cites Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:37.556314Z

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Observation cfb50d06-db4a-4122-b1a9-f8f7b1410dc9 · outbound

This paper cites MMVU: Measuring Expert-Level Multi-Discipline Video Understanding.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning MMVU: Measuring Expert-Level Multi-Discipline Video Understanding

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:37.656075Z

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Observation c93b68ad-4f32-4fad-90d7-69d5909b854a · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:37.725055Z

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Pith citing papers

Observation 98c1c08e-f4f6-4914-8582-a873fff20c39 · inbound

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

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:11.261146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac8c59c9-589e-4ac1-9487-00d555b75867 · inbound

Towards Hallucination-Free Music: A Reinforcement Learning Preference Optimization Framework for Reliable Song Generation cites this paper.

Towards Hallucination-Free Music: A Reinforcement Learning Preference Optimization Framework for Reliable Song Generation GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T23:43:03.419373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea14883e-98a6-4fb9-9ef4-a8371292709f · inbound

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation cites this paper.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-14T00:15:23.806078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0bfcdd-be2f-4489-b396-47970bb67ef4 · 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 GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:11:15.673718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e9c14120-8beb-4b12-8b0b-274c4bf4b9d0 · inbound

Multi-Objective and Mixed-Reward Reinforcement Learning via Reward-Decorrelated Policy Optimization cites this paper.

Multi-Objective and Mixed-Reward Reinforcement Learning via Reward-Decorrelated Policy Optimization GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T19:27:51.300574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f3429f25-bb38-4d17-b2ff-70b78648a36c · inbound

Why Semantic Entropy Fails: Geometry-Aware and Calibrated Uncertainty for Policy Optimization cites this paper.

Why Semantic Entropy Fails: Geometry-Aware and Calibrated Uncertainty for Policy Optimization GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:54:45.752486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9b56a2e3-91fe-42c4-a10f-3c2b1b66a312 · inbound

DynFrame: Adaptive Reasoning-Driven Multimodal Framework with Dynamic Frame Augmentation for Complex Video Understanding cites this paper.

DynFrame: Adaptive Reasoning-Driven Multimodal Framework with Dynamic Frame Augmentation for Complex Video Understanding GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.092273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 14e8d7db-96f7-45bf-99ff-3b55098fb9db · inbound

Touch-R1: Reinforcing Touch Reasoning in MLLMs cites this paper.

Touch-R1: Reinforcing Touch Reasoning in MLLMs GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:51.639487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7dbb6506-44d7-4151-a07d-775cf052e55e · inbound

VLMs are Good Teachers for Video Reasoning via Adaptive Test-Time Optimization cites this paper.

VLMs are Good Teachers for Video Reasoning via Adaptive Test-Time Optimization GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:26:17.320768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1ef5e2ec-7c53-4b66-8092-847994b7ba01 · inbound

VLMs are Good Teachers for Video Reasoning via Adaptive Test-Time Optimization cites this paper.

VLMs are Good Teachers for Video Reasoning via Adaptive Test-Time Optimization GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-06-30T10:44:36.816892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d4b025b0-8a22-45d5-aae7-e2db5fb881f0 · inbound

ThinkDeception: A Progressive Reinforcement Learning Framework for Interpretable Multimodal Deception Detection cites this paper.

ThinkDeception: A Progressive Reinforcement Learning Framework for Interpretable Multimodal Deception Detection GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T00:49:18.252360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d83f06a3-2c79-4a41-b0bd-fc3c6771115c · inbound

Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning cites this paper.

Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:34:41.169558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ad9f6d09-1dc7-4dd0-9c3c-8b7df3220910 · inbound

REVA-PO: Stabilizing Reinforcement Learning for Chest X-ray Report Generation cites this paper.

REVA-PO: Stabilizing Reinforcement Learning for Chest X-ray Report Generation GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-14T14:00:00.388339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.