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References (36)

[1]
Video-KTR: Reinforcing Video Reasoning via Key Token Attribution
2026Ziyue Wang, Sheng Jin et al.
[2]
SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More
2026Muye Huang, Lingling Zhang et al.
[3]
Zoom-Zero: Reinforced Coarse-to-Fine Video Understanding via Temporal Zoom-in
2025Xiaoqian Shen, Min-Hung Chen et al.
[4]
Soft Adaptive Policy Optimization
2025Chang Gao, Chujie Zheng et al.
[5]
Beyond Seeing: Evaluating Multimodal LLMs on Tool-Enabled Image Perception, Transformation, and Reasoning
2025Xing-ming Guo, Utkarsh Tyagi et al.
[6]
Spotlight on Token Perception for Multimodal Reinforcement Learning
2025Siyuan Huang, Xiaoye Qu et al.
[7]
GRPO is Secretly a Process Reward Model
2025Michael Sullivan
[8]
CE-GPPO: Coordinating Entropy via Gradient-Preserving Clipping Policy Optimization in Reinforcement Learning
2025Zhenpeng Su, Leiyu Pan et al.
[9]
MAPO: Mixed Advantage Policy Optimization
2025Wenke Huang, Quan Zhang et al.
[10]
Attention Debiasing for Token Pruning in Vision Language Models
2025Kai Zhao, Wubang Yuan et al.
[11]
Geometric-Mean Policy Optimization
2025Yuzhong Zhao, Yue Liu et al.
[12]
Group Sequence Policy Optimization
2025Chujie Zheng, Shixuan Liu et al.
[13]
TreeRPO: Tree Relative Policy Optimization
2025Zhicheng YANG, Zhijiang Guo et al.
[14]
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
2025Shenzhi Wang, Le Yu et al.
[15]
GVPO: Group Variance Policy Optimization for Large Language Model Post-Training
2025Kai Zhang, Yuzhong Hong et al.
[16]
ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question Answering
2025Ahmed Masry, Mohammed Saidul Islam et al.
[17]
DAPO: An Open-Source LLM Reinforcement Learning System at Scale
2025Qiying Yu, Zheng Zhang et al.
[18]
R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization
2025Jingyi Zhang, Jiaxing Huang et al.
[19]
Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos
2025Kairui Hu, Penghao Wu et al.
[20]
MMVU: Measuring Expert-Level Multi-Discipline Video Understanding
2025Yilun Zhao, Lujing Xie et al.

Showing 20 of 36 references

Founder's Pitch

"Develop a lightweight framework enhancing multimodal language model reasoning through selective token reinforcement."

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