Cover Image

KARL: Knowledge-Aware Reasoning and Reinforcement Learning for Knowledge-Intensive Visual Grounding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ma, Xinyu, Ding, Ziyang, Luo, Zhicong, Chen, Chi, Guo, Zonghao, Wong, Derek F., Zhao, Zhen, Feng, Xiaoyi, Sun, Maosong
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

KARL: Mitigating Hallucinations in LLMs via Knowledge-Boundary-Aware Reinforcement Learning
by: Gao, Cheng, et al.
Published: (2026)

Does Seeing More Mean Knowing More? Mono-Anchored Advantage Normalization for Multi-Source Visual Reasoning
by: Zeng, Fanhu, et al.
Published: (2026)

KARL: Knowledge-Aware Retrieval and Representations aid Retention and Learning in Students
by: Shu, Matthew, et al.
Published: (2024)

MM-UAVBench: How Well Do Multimodal Large Language Models See, Think, and Plan in Low-Altitude UAV Scenarios?
by: Dai, Shiqi, et al.
Published: (2025)

Knowledge Visualization: A Benchmark and Method for Knowledge-Intensive Text-to-Image Generation
by: Zhao, Ran, et al.
Published: (2026)

Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering
by: Choi, Changin, et al.
Published: (2025)

Unbiased Reasoning for Knowledge-Intensive Tasks in Large Language Models via Conditional Front-Door Adjustment
by: Zhao, Bo, et al.
Published: (2025)

KIRA: Knowledge-Intensive Image Retrieval and Reasoning Architecture for Specialized Visual Domains
by: Goswami, Parthaw, et al.
Published: (2026)

A Comprehensive Evaluation of GPT-4V on Knowledge-Intensive Visual Question Answering
by: Li, Yunxin, et al.
Published: (2023)

RefTool: Reference-Guided Tool Creation for Knowledge-Intensive Reasoning
by: Liu, Xiao, et al.
Published: (2025)

FactNet: A Billion-Scale Knowledge Graph for Multilingual Factual Grounding
by: Shen, Yingli, et al.
Published: (2026)

Knowledge to Sight: Reasoning over Visual Attributes via Knowledge Decomposition for Abnormality Grounding
by: Li, Jun, et al.
Published: (2025)

QA-Dragon: Query-Aware Dynamic RAG System for Knowledge-Intensive Visual Question Answering
by: Jiang, Zhuohang, et al.
Published: (2025)

Automatic Dataset Generation for Knowledge Intensive Question Answering Tasks
by: Yuen, Sizhe, et al.
Published: (2025)

Migician: Revealing the Magic of Free-Form Multi-Image Grounding in Multimodal Large Language Models
by: Li, You, et al.
Published: (2025)

High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning
by: Huang, Xinyu, et al.
Published: (2025)

LLaVA-UHD v3: Progressive Visual Compression for Efficient Native-Resolution Encoding in MLLMs
by: Sun, Shichu, et al.
Published: (2025)

FinanceMath: Knowledge-Intensive Math Reasoning in Finance Domains
by: Zhao, Yilun, et al.
Published: (2023)

Structured Visualization Design Knowledge for Grounding Generative Reasoning and Situated Feedback
by: Gyarmati, Péter Ferenc, et al.
Published: (2025)

VisRet: Visualization Improves Knowledge-Intensive Text-to-Image Retrieval
by: Wu, Di, et al.
Published: (2025)

Grounding LLM Reasoning with Knowledge Graphs
by: Amayuelas, Alfonso, et al.
Published: (2025)

Multimodal Reranking for Knowledge-Intensive Visual Question Answering
by: Wen, Haoyang, et al.
Published: (2024)

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent
by: Huang, Ziyang, et al.
Published: (2025)

Imagination Helps Visual Reasoning, But Not Yet in Latent Space
by: Li, You, et al.
Published: (2026)

GeReA: Question-Aware Prompt Captions for Knowledge-based Visual Question Answering
by: Ma, Ziyu, et al.
Published: (2024)

Visual-RAG: Benchmarking Text-to-Image Retrieval Augmented Generation for Visual Knowledge Intensive Queries
by: Wu, Yin, et al.
Published: (2025)

KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG
by: Li, Yongjian, et al.
Published: (2025)

StressEval: Failure-Driven Dynamic Benchmarking for Knowledge-Intensive Reasoning in Large Language Models
by: Chen, Yongrui, et al.
Published: (2026)

SafeRx-Agent: A Knowledge-Grounded Multi-Agent Framework for Safe and Explainable Medication Recommendation
by: Wang, Xinyu, et al.
Published: (2026)

Mixture-of-Retrieval Experts for Reasoning-Guided Multimodal Knowledge Exploitation
by: Peng, Chunyi, et al.
Published: (2025)

VisRAG 2.0: Evidence-Guided Multi-Image Reasoning in Visual Retrieval-Augmented Generation
by: Sun, Yubo, et al.
Published: (2025)

Grounded Reinforcement Learning for Visual Reasoning
by: Sarch, Gabriel, et al.
Published: (2025)

Knowledge-to-Verification: Exploring RLVR for LLMs in Knowledge-Intensive Domains
by: Yuan, Zhonghang, et al.
Published: (2026)

MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering
by: Yang, Shuo, et al.
Published: (2025)

VIKSER: Visual Knowledge-Driven Self-Reinforcing Reasoning Framework
by: Wang, Chao, et al.
Published: (2025)

EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge Graphs
by: Jiayang, Cheng, et al.
Published: (2024)

Knowledge Crosswords: Geometric Knowledge Reasoning with Large Language Models
by: Ding, Wenxuan, et al.
Published: (2023)

RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation
by: Jiang, Pengcheng, et al.
Published: (2025)

KITTEN: A Knowledge-Intensive Evaluation of Image Generation on Visual Entities
by: Huang, Hsin-Ping, et al.
Published: (2024)

AURORA:Augmented Understanding via Structured Reasoning and Reinforcement Learning for Reference Audio-Visual Segmentation
by: Luo, Ziyang, et al.
Published: (2025)