Copertina

AgentVista: Evaluating Multimodal Agents in Ultra-Challenging Realistic Visual Scenarios

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Su, Zhaochen, Gao, Jincheng, Guo, Hangyu, Liu, Zhenhua, Zhang, Lueyang, Geng, Xinyu, Huang, Shijue, Xia, Peng, Jiang, Guanyu, Wang, Cheng, Zhang, Yue, Fung, Yi R., He, Junxian
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents
di: Huang, Shijue, et al.
Pubblicazione: (2026)

XSkill: Continual Learning from Experience and Skills in Multimodal Agents
di: Jiang, Guanyu, et al.
Pubblicazione: (2026)

CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents
di: Liu, Jiayu, et al.
Pubblicazione: (2025)

The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution
di: Li, Junlong, et al.
Pubblicazione: (2025)

Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers
di: Su, Zhaochen, et al.
Pubblicazione: (2025)

Efficient Multimodal Planning Agent for Visual Question-Answering
di: Chen, Zhuo, et al.
Pubblicazione: (2026)

AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting
di: Huang, Shijue, et al.
Pubblicazione: (2025)

UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios
di: Luo, Haotian, et al.
Pubblicazione: (2025)

VistaScenario: Interaction Scenario Engineering for Vehicles with Intelligent Systems for Transport Automation
di: Chang, Cheng, et al.
Pubblicazione: (2024)

VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks
di: Koh, Jing Yu, et al.
Pubblicazione: (2024)

NeuroAgent: LLM Agents for Multimodal Neuroimaging Analysis and Research
di: Zhong, Lujia, et al.
Pubblicazione: (2026)

Mixture of Finite Mixtures Model for Basket Trial
di: Geng, Junxian, et al.
Pubblicazione: (2020)

MathChat: Converse to Tackle Challenging Math Problems with LLM Agents
di: Wu, Yiran, et al.
Pubblicazione: (2023)

Drone Behavior Inspired Optimization: A Multi-Agent Search Algorithm with Local Reconnaissance, Global Collaboration, and Environmental Perturbation
di: Zhang, Jincheng
Pubblicazione: (2025)

TrajTok: Technical Report for 2025 Waymo Open Sim Agents Challenge
di: Zhang, Zhiyuan, et al.
Pubblicazione: (2025)

Insight Agents: An LLM-Based Multi-Agent System for Data Insights
di: Bai, Jincheng, et al.
Pubblicazione: (2026)

VisualAgentBench: Towards Large Multimodal Models as Visual Foundation Agents
di: Liu, Xiao, et al.
Pubblicazione: (2024)

DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios
di: Meng, Jinxiang, et al.
Pubblicazione: (2026)

WebGym: Scaling Training Environments for Visual Web Agents with Realistic Tasks
di: Bai, Hao, et al.
Pubblicazione: (2026)

VisBrowse-Bench: Benchmarking Visual-Native Search for Multimodal Browsing Agents
di: Zhang, Zhengbo, et al.
Pubblicazione: (2026)

Scaling Lifelong Multi-Agent Path Finding to More Realistic Settings: Research Challenges and Opportunities
di: Jiang, He, et al.
Pubblicazione: (2024)

GeoVista: Visually Grounded Active Perception for Ultra-High-Resolution Remote Sensing Understanding
di: Zhu, Jiashun, et al.
Pubblicazione: (2026)

MedAgentBench: A Realistic Virtual EHR Environment to Benchmark Medical LLM Agents
di: Jiang, Yixing, et al.
Pubblicazione: (2025)

ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows
di: Sun, Qiushi, et al.
Pubblicazione: (2025)

MMSkills: Towards Multimodal Skills for General Visual Agents
di: Zhang, Kangning, et al.
Pubblicazione: (2026)

Dive into the Agent Matrix: A Realistic Evaluation of Self-Replication Risk in LLM Agents
di: Zhang, Boxuan, et al.
Pubblicazione: (2025)

MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning
di: Xia, Peng, et al.
Pubblicazione: (2025)

Grounding Emotion Recognition with Visual Prototypes: VEGA -- Revisiting CLIP in MERC
di: Hu, Guanyu, et al.
Pubblicazione: (2025)

EduAgent: Generative Student Agents in Learning
di: Xu, Songlin, et al.
Pubblicazione: (2024)

LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts
di: Xiao, Yijia, et al.
Pubblicazione: (2024)

COVR:Collaborative Optimization of VLMs and RL Agent for Visual-Based Control
di: Xia, Canming, et al.
Pubblicazione: (2026)

SELF-REDRAFT: Eliciting Intrinsic Exploration-Exploitation Balance in Test-Time Scaling for Code Generation
di: Chen, Yixiang, et al.
Pubblicazione: (2025)

Harness-Bench: Measuring Harness Effects across Models in Realistic Agent Workflows
di: Yao, Yilun, et al.
Pubblicazione: (2026)

Jenius Agent: Towards Experience-Driven Accuracy Optimization in Real-World Scenarios
di: Xia, Defei, et al.
Pubblicazione: (2026)

CP-AgentNet: Autonomous and Explainable Communication Protocol Design Using Generative Agents
di: Kwon, Dae Cheol, et al.
Pubblicazione: (2025)

Agent Discovery in Internet of Agents: Challenges and Solutions
di: Guo, Shaolong, et al.
Pubblicazione: (2025)

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges
di: Duan, Junxian, et al.
Pubblicazione: (2025)

Targeting the GDF15 Signalling for Obesity Treatment: Recent Advances and Emerging Challenges
di: Jincheng Zhang, et al.
Pubblicazione: (2024)

TableVista: Benchmarking Multimodal Table Reasoning under Visual and Structural Complexity
di: Yang, Zheyuan, et al.
Pubblicazione: (2026)

Check Field Detection Agent (CFD-Agent) using Multimodal Large Language and Vision Language Models
di: Halder, Sourav, et al.
Pubblicazione: (2025)