Cover Image

VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Qiuchen, Ding, Ruixue, Zeng, Yu, Chen, Zehui, Chen, Lin, Wang, Shihang, Xie, Pengjun, Huang, Fei, Zhao, Feng
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents
by: Wang, Qiuchen, et al.
Published: (2025)

VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph
by: Wang, Qiuchen, et al.
Published: (2026)

Agentic Jigsaw Interaction Learning for Enhancing Visual Perception and Reasoning in Vision-Language Models
by: Zeng, Yu, et al.
Published: (2025)

CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data Diversity
by: Liu, Jintao, et al.
Published: (2024)

VRAG: Learning World Models for Interactive Video Generation
by: Chen, Taiye, et al.
Published: (2025)

Perception Before Reasoning: Two-Stage Reinforcement Learning for Visual Reasoning in Vision-Language Models
by: Chen, Yan, et al.
Published: (2025)

A Vanilla Multi-Task Framework for Dense Visual Prediction Solution to 1st VCL Challenge -- Multi-Task Robustness Track
by: Chen, Zehui, et al.
Published: (2024)

VisRL: Intention-Driven Visual Perception via Reinforced Reasoning
by: Chen, Zhangquan, et al.
Published: (2025)

VRAG-DFD: Verifiable Retrieval-Augmentation for MLLM-based Deepfake Detection
by: Han, Hui, et al.
Published: (2026)

LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding
by: Sourati, Zhivar, et al.
Published: (2025)

E-VRAG: Enhancing Long Video Understanding with Resource-Efficient Retrieval Augmented Generation
by: Xu, Zeyu, et al.
Published: (2025)

Geo-Encoder: A Chunk-Argument Bi-Encoder Framework for Chinese Geographic Re-Ranking
by: Cao, Yong, et al.
Published: (2023)

VideoChat-R1.5: Visual Test-Time Scaling to Reinforce Multimodal Reasoning by Iterative Perception
by: Yan, Ziang, et al.
Published: (2025)

Retrieval-Augmented Perception: High-Resolution Image Perception Meets Visual RAG
by: Wang, Wenbin, et al.
Published: (2025)

OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles
by: Deng, Yihe, et al.
Published: (2025)

ViaRL: Adaptive Temporal Grounding via Visual Iterated Amplification Reinforcement Learning
by: Xu, Ziqiang, et al.
Published: (2025)

MindSearch: Mimicking Human Minds Elicits Deep AI Searcher
by: Chen, Zehui, et al.
Published: (2024)

Empowering Embodied Visual Tracking with Visual Foundation Models and Offline RL
by: Zhong, Fangwei, et al.
Published: (2024)

MoRL: Reinforced Reasoning for Unified Motion Understanding and Generation
by: Wang, Hongpeng, et al.
Published: (2026)

ScanReason: Empowering 3D Visual Grounding with Reasoning Capabilities
by: Zhu, Chenming, et al.
Published: (2024)

Agent-FLAN: Designing Data and Methods of Effective Agent Tuning for Large Language Models
by: Chen, Zehui, et al.
Published: (2024)

RaFe: Ranking Feedback Improves Query Rewriting for RAG
by: Mao, Shengyu, et al.
Published: (2024)

Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging
by: Chen, Shiqi, et al.
Published: (2025)

Let LLMs Take on the Latest Challenges! A Chinese Dynamic Question Answering Benchmark
by: Xu, Zhikun, et al.
Published: (2024)

ViPER: Empowering the Self-Evolution of Visual Perception Abilities in Vision-Language Model
by: Zhang, Juntian, et al.
Published: (2025)

VisionReasoner: Unified Reasoning-Integrated Visual Perception via Reinforcement Learning
by: Liu, Yuqi, et al.
Published: (2025)

Vero: An Open RL Recipe for General Visual Reasoning
by: Sarch, Gabriel, et al.
Published: (2026)

Reinforced Visual Perception with Tools
by: Zhou, Zetong, et al.
Published: (2025)

Unfolding the Headline: Iterative Self-Questioning for News Retrieval and Timeline Summarization
by: Wu, Weiqi, et al.
Published: (2025)

A Multi-Granularity Retrieval Framework for Visually-Rich Documents
by: Xu, Mingjun, et al.
Published: (2025)

TL-GRPO: Turn-Level RL for Reasoning-Guided Iterative Optimization
by: Li, Peiji, et al.
Published: (2026)

From Perception to Reasoning: Deep Thinking Empowers Multimodal Large Language Models
by: Zhu, Wenxin, et al.
Published: (2025)

Reason-RFT: Reinforcement Fine-Tuning for Visual Reasoning of Vision Language Models
by: Tan, Huajie, et al.
Published: (2025)

RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation
by: Wang, Shuting, et al.
Published: (2024)

Evaluating VisualRAG: Quantifying Cross-Modal Performance in Enterprise Document Understanding
by: Mannam, Varun, et al.
Published: (2025)

ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking
by: Zhang, Qiang, et al.
Published: (2026)

PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning
by: Zhang, Yizhen, et al.
Published: (2025)

LaRA: Benchmarking Retrieval-Augmented Generation and Long-Context LLMs -- No Silver Bullet for LC or RAG Routing
by: Li, Kuan, et al.
Published: (2025)

Detecting Knowledge Boundary of Vision Large Language Models by Sampling-Based Inference
by: Chen, Zhuo, et al.
Published: (2025)

WebLeaper: Empowering Efficiency and Efficacy in WebAgent via Enabling Info-Rich Seeking
by: Tao, Zhengwei, et al.
Published: (2025)