Fast-Slow Thinking GRPO for Large Vision-Language Model Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Xiao, Wenyi, Gan, Leilei |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
VL-Calibration: Decoupled Confidence Calibration for Large Vision-Language Models Reasoning
by: Xiao, Wenyi, et al.
Published: (2026)
by: Xiao, Wenyi, et al.
Published: (2026)
Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback
by: Xiao, Wenyi, et al.
Published: (2024)
by: Xiao, Wenyi, et al.
Published: (2024)
R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO
by: Yao, Huanjin, et al.
Published: (2025)
by: Yao, Huanjin, et al.
Published: (2025)
Think Twice, Click Once: Enhancing GUI Grounding via Fast and Slow Systems
by: Tang, Fei, et al.
Published: (2025)
by: Tang, Fei, et al.
Published: (2025)
Think Visually, Reason Textually: Vision-Language Synergy in ARC
by: Zhang, Beichen, et al.
Published: (2025)
by: Zhang, Beichen, et al.
Published: (2025)
Rethinking Visual Attribution for Chest X-ray Reasoning in Large Vision Language Models
by: Xiong, Guangzhi, et al.
Published: (2026)
by: Xiong, Guangzhi, et al.
Published: (2026)
A Cognitive Evaluation Benchmark of Image Reasoning and Description for Large Vision-Language Models
by: Song, Xiujie, et al.
Published: (2024)
by: Song, Xiujie, et al.
Published: (2024)
OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Model
by: Chen, Qiguang, et al.
Published: (2026)
by: Chen, Qiguang, et al.
Published: (2026)
SpatialLadder: Progressive Training for Spatial Reasoning in Vision-Language Models
by: Li, Hongxing, et al.
Published: (2025)
by: Li, Hongxing, et al.
Published: (2025)
Think While Watching: Online Streaming Segment-Level Memory for Multi-Turn Video Reasoning in Multimodal Large Language Models
by: Wang, Lu, et al.
Published: (2026)
by: Wang, Lu, et al.
Published: (2026)
On the Cultural Anachronism and Temporal Reasoning in Vision Language Models
by: Ranjan, Mukul, et al.
Published: (2026)
by: Ranjan, Mukul, et al.
Published: (2026)
Reward Design for Physical Reasoning in Vision-Language Models
by: Lilienthal, Derek, et al.
Published: (2026)
by: Lilienthal, Derek, et al.
Published: (2026)
AtomThink: Multimodal Slow Thinking with Atomic Step Reasoning
by: Xiang, Kun, et al.
Published: (2024)
by: Xiang, Kun, et al.
Published: (2024)
NavGPT-2: Unleashing Navigational Reasoning Capability for Large Vision-Language Models
by: Zhou, Gengze, et al.
Published: (2024)
by: Zhou, Gengze, et al.
Published: (2024)
Are Large Vision Language Models Good Game Players?
by: Wang, Xinyu, et al.
Published: (2025)
by: Wang, Xinyu, et al.
Published: (2025)
An Examination of the Compositionality of Large Generative Vision-Language Models
by: Ma, Teli, et al.
Published: (2023)
by: Ma, Teli, et al.
Published: (2023)
Mitigating Multilingual Hallucination in Large Vision-Language Models
by: Qu, Xiaoye, et al.
Published: (2024)
by: Qu, Xiaoye, et al.
Published: (2024)
Benchmarking Deflection and Hallucination in Large Vision-Language Models
by: Moratelli, Nicholas, et al.
Published: (2026)
by: Moratelli, Nicholas, et al.
Published: (2026)
VLind-Bench: Measuring Language Priors in Large Vision-Language Models
by: Lee, Kang-il, et al.
Published: (2024)
by: Lee, Kang-il, et al.
Published: (2024)
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning
by: Yang, Senqiao, et al.
Published: (2025)
by: Yang, Senqiao, et al.
Published: (2025)
Benchmarking Multi-Image Understanding in Vision and Language Models: Perception, Knowledge, Reasoning, and Multi-Hop Reasoning
by: Zhao, Bingchen, et al.
Published: (2024)
by: Zhao, Bingchen, et al.
Published: (2024)
OmniSpatial: Towards Comprehensive Spatial Reasoning Benchmark for Vision Language Models
by: Jia, Mengdi, et al.
Published: (2025)
by: Jia, Mengdi, et al.
Published: (2025)
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning
by: Chen, Yi, et al.
Published: (2025)
by: Chen, Yi, et al.
Published: (2025)
Cross-Cultural Value Awareness in Large Vision-Language Models
by: Howard, Phillip, et al.
Published: (2026)
by: Howard, Phillip, et al.
Published: (2026)
World-to-Words: Grounded Open Vocabulary Acquisition through Fast Mapping in Vision-Language Models
by: Ma, Ziqiao, et al.
Published: (2023)
by: Ma, Ziqiao, et al.
Published: (2023)
Reasoning Can Hurt the Inductive Abilities of Large Language Models
by: Jin, Haibo, et al.
Published: (2025)
by: Jin, Haibo, et al.
Published: (2025)
Gemini in Reasoning: Unveiling Commonsense in Multimodal Large Language Models
by: Wang, Yuqing, et al.
Published: (2023)
by: Wang, Yuqing, et al.
Published: (2023)
Let's Think Outside the Box: Exploring Leap-of-Thought in Large Language Models with Creative Humor Generation
by: Zhong, Shanshan, et al.
Published: (2023)
by: Zhong, Shanshan, et al.
Published: (2023)
Loc3R-VLM: Language-based Localization and 3D Reasoning with Vision-Language Models
by: Qu, Kevin, et al.
Published: (2026)
by: Qu, Kevin, et al.
Published: (2026)
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models
by: Liu, Chengzhi, et al.
Published: (2025)
by: Liu, Chengzhi, et al.
Published: (2025)
CAPTURe: Evaluating Spatial Reasoning in Vision Language Models via Occluded Object Counting
by: Pothiraj, Atin, et al.
Published: (2025)
by: Pothiraj, Atin, et al.
Published: (2025)
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
by: Huang, Wenxuan, et al.
Published: (2025)
by: Huang, Wenxuan, et al.
Published: (2025)
To Sink or Not to Sink: Visual Information Pathways in Large Vision-Language Models
by: Luo, Jiayun, et al.
Published: (2025)
by: Luo, Jiayun, et al.
Published: (2025)
Object Detection with Multimodal Large Vision-Language Models: An In-depth Review
by: Sapkota, Ranjan, et al.
Published: (2025)
by: Sapkota, Ranjan, et al.
Published: (2025)
VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark
by: Huang, Han, et al.
Published: (2024)
by: Huang, Han, et al.
Published: (2024)
Alleviating Hallucination in Large Vision-Language Models with Active Retrieval Augmentation
by: Qu, Xiaoye, et al.
Published: (2024)
by: Qu, Xiaoye, et al.
Published: (2024)
Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models
by: Zhong, Weihong, et al.
Published: (2024)
by: Zhong, Weihong, et al.
Published: (2024)
Correctable Landmark Discovery via Large Models for Vision-Language Navigation
by: Lin, Bingqian, et al.
Published: (2024)
by: Lin, Bingqian, et al.
Published: (2024)
Cross-Modal Safety Mechanism Transfer in Large Vision-Language Models
by: Xu, Shicheng, et al.
Published: (2024)
by: Xu, Shicheng, et al.
Published: (2024)
SlowFast-VGen: Slow-Fast Learning for Action-Driven Long Video Generation
by: Hong, Yining, et al.
Published: (2024)
by: Hong, Yining, et al.
Published: (2024)
Similar Items
-
VL-Calibration: Decoupled Confidence Calibration for Large Vision-Language Models Reasoning
by: Xiao, Wenyi, et al.
Published: (2026) -
Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback
by: Xiao, Wenyi, et al.
Published: (2024) -
R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO
by: Yao, Huanjin, et al.
Published: (2025) -
Think Twice, Click Once: Enhancing GUI Grounding via Fast and Slow Systems
by: Tang, Fei, et al.
Published: (2025) -
Think Visually, Reason Textually: Vision-Language Synergy in ARC
by: Zhang, Beichen, et al.
Published: (2025)