Copertina

Look on Demand: A Cognitive Scheduling Framework for Visual Evidence Acquisition in Multimodal Reasoning

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Zhang, Yang, Sun, Xiaoshuai, Zhao, Rui, Sun, Wujin, Chen, Yidong, Ji, Jiayi, Chen, Qian, Ji, Rongrong
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Artificial Intelligence
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

M4-BLIP: Advancing Multi-Modal Media Manipulation Detection through Face-Enhanced Local Analysis
di: Wu, Hang, et al.
Pubblicazione: (2025)

INF-LLaVA: Dual-perspective Perception for High-Resolution Multimodal Large Language Model
di: Ma, Yiwei, et al.
Pubblicazione: (2024)

Scaling the Long Video Understanding of Multimodal Large Language Models via Visual Memory Mechanism
di: Chen, Tao, et al.
Pubblicazione: (2026)

ComfyGPT: A Self-Optimizing Multi-Agent System for Comprehensive ComfyUI Workflow Generation
di: Huang, Oucheng, et al.
Pubblicazione: (2025)

StealthDiffusion: Towards Evading Diffusion Forensic Detection through Diffusion Model
di: Zhou, Ziyin, et al.
Pubblicazione: (2024)

Evading Visual Aphasia: Contrastive Adaptive Semantic Token Pruning for Vision-Language Models
di: Ma, Jie, et al.
Pubblicazione: (2026)

Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination
di: Zheng, Haojie, et al.
Pubblicazione: (2024)

IPDN: Image-enhanced Prompt Decoding Network for 3D Referring Expression Segmentation
di: Chen, Qi, et al.
Pubblicazione: (2025)

RePrompt: Reasoning-Augmented Reprompting for Text-to-Image Generation via Reinforcement Learning
di: Wu, Mingrui, et al.
Pubblicazione: (2025)

I2EBench: A Comprehensive Benchmark for Instruction-based Image Editing
di: Ma, Yiwei, et al.
Pubblicazione: (2024)

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

AnyTrans: Translate AnyText in the Image with Large Scale Models
di: Qian, Zhipeng, et al.
Pubblicazione: (2024)

Look as You Think: Unifying Reasoning and Visual Evidence Attribution for Verifiable Document RAG via Reinforcement Learning
di: Liu, Shuochen, et al.
Pubblicazione: (2025)

Plan Before Search: Search Agents Need Plan
di: Qian, Zhipeng, et al.
Pubblicazione: (2026)

Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference
di: Lin, Zhihang, et al.
Pubblicazione: (2024)

Multi-modal Reasoning with LLMs for Visual Semantic Arithmetic
di: Xu, Chuou, et al.
Pubblicazione: (2026)

WavefrontDiffusion: Dynamic Decoding Schedule for Improved Reasoning
di: Yang, Haojin, et al.
Pubblicazione: (2025)

From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models
di: Zhou, Chenyue, et al.
Pubblicazione: (2025)

MICON-Bench: Benchmarking and Enhancing Multi-Image Context Image Generation in Unified Multimodal Models
di: Wu, Mingrui, et al.
Pubblicazione: (2026)

CIR-CoT: Towards Interpretable Composed Image Retrieval via End-to-End Chain-of-Thought Reasoning
di: Lin, Weihuang, et al.
Pubblicazione: (2025)

HRSeg: High-Resolution Visual Perception and Enhancement for Reasoning Segmentation
di: Lin, Weihuang, et al.
Pubblicazione: (2025)

CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models
di: Lin, Zhihang, et al.
Pubblicazione: (2025)

Decoupling Knowledge and Reasoning in LLMs: An Exploration Using Cognitive Dual-System Theory
di: Yang, Mutian, et al.
Pubblicazione: (2025)

An LLM-based Framework for Human-Swarm Teaming Cognition in Disaster Search and Rescue
di: Ji, Kailun, et al.
Pubblicazione: (2025)

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models
di: Qian, Zhe, et al.
Pubblicazione: (2026)

HRSAM: Efficient Interactive Segmentation in High-Resolution Images
di: Huang, You, et al.
Pubblicazione: (2024)

Thinking with Comics: Enhancing Multimodal Reasoning through Structured Visual Storytelling
di: Chen, Andong, et al.
Pubblicazione: (2026)

CSMCIR: CoT-Enhanced Symmetric Alignment with Memory Bank for Composed Image Retrieval
di: Qian, Zhipeng, et al.
Pubblicazione: (2026)

Chain-of-Evidence Multimodal Reasoning for Few-shot Temporal Action Localization
di: Qi, Mengshi, et al.
Pubblicazione: (2025)

Self-Rewarded Multimodal Coherent Reasoning Across Diverse Visual Domains
di: Zhang, Jesen, et al.
Pubblicazione: (2025)

DeepVision-103K: A Visually Diverse, Broad-Coverage, and Verifiable Mathematical Dataset for Multimodal Reasoning
di: Sun, Haoxiang, et al.
Pubblicazione: (2026)

ProCeedRL: Process Critic with Exploratory Demonstration Reinforcement Learning for LLM Agentic Reasoning
di: Gao, Jingyue, et al.
Pubblicazione: (2026)

LookWise: Knowing When and Where to Look for Fine-Grained Visual Reasoning in Multimodal Large Language Models
di: Shen, Yuxiang, et al.
Pubblicazione: (2026)

Multi-branch Collaborative Learning Network for 3D Visual Grounding
di: Qian, Zhipeng, et al.
Pubblicazione: (2024)

GeoEyes: On-Demand Visual Focusing for Evidence-Grounded Understanding of Ultra-High-Resolution Remote Sensing Imagery
di: Wang, Fengxiang, et al.
Pubblicazione: (2026)

Speculative Decoding Reimagined for Multimodal Large Language Models
di: Lin, Luxi, et al.
Pubblicazione: (2025)

The Role of Visual Modality in Multimodal Mathematical Reasoning: Challenges and Insights
di: Liu, Yufang, et al.
Pubblicazione: (2025)

MedAlign: A Synergistic Framework of Multimodal Preference Optimization and Federated Meta-Cognitive Reasoning
di: Chen, Siyong, et al.
Pubblicazione: (2025)

ROI-Reasoning: Rational Optimization for Inference via Pre-Computation Meta-Cognition
di: Zhao, Muyang, et al.
Pubblicazione: (2026)

TheraAgent: Multi-Agent Framework with Self-Evolving Memory and Evidence-Calibrated Reasoning for PET Theranostics
di: Chen, Zhihao, et al.
Pubblicazione: (2026)