Cover Image

UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Luo, Haotian, Zhang, Huaisong, Zhang, Xuelin, Wang, Haoyu, Qin, Zeyu, Lu, Wenjie, Ma, Guozheng, He, Haiying, Xie, Yingsha, Zhou, Qiyang, Hu, Zixuan, Mi, Hongze, Wang, Yibo, Tan, Naiqiang, Chen, Hong, Fung, Yi R., Yuan, Chun, Shen, Li
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

D-Artemis: A Deliberative Cognitive Framework for Mobile GUI Multi-Agents
by: Mi, Hongze, et al.
Published: (2025)

CookBench: A Long-Horizon Embodied Planning Benchmark for Complex Cooking Scenarios
by: Cai, Muzhen, et al.
Published: (2025)

Mitigating Safety Tax via Distribution-Grounded Refinement in Large Reasoning Models
by: Xie, Yingsha, et al.
Published: (2026)

LPS-Bench: Benchmarking Safety Awareness of Computer-Use Agents in Long-Horizon Planning under Benign and Adversarial Scenarios
by: Chen, Tianyu, et al.
Published: (2026)

Darwinian Memory: A Training-Free Self-Regulating Memory System for GUI Agent Evolution
by: Mi, Hongze, et al.
Published: (2026)

Who Deserves the Reward? SHARP: Shapley Credit-based Optimization for Multi-Agent System
by: Li, Yanming, et al.
Published: (2026)

Toward Ultra-Long-Horizon Agentic Science: Cognitive Accumulation for Machine Learning Engineering
by: Zhu, Xinyu, et al.
Published: (2026)

TRIP-Bench: A Benchmark for Long-Horizon Interactive Agents in Real-World Scenarios
by: Shen, Yuanzhe, et al.
Published: (2026)

Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization
by: Luo, Haotian, et al.
Published: (2025)

O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning
by: Luo, Haotian, et al.
Published: (2025)

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation
by: Chen, Zixuan, et al.
Published: (2025)

Straggler Tolerant and Resilient DL Training on Homogeneous GPUs
by: Zhang, Zeyu, et al.
Published: (2025)

FDC: Fast KV Dimensionality Compression for Efficient LLM Inference
by: Zhang, Zeyu, et al.
Published: (2024)

PecSched: Preemptive and Efficient Cluster Scheduling for LLM Inference
by: Zhang, Zeyu, et al.
Published: (2024)

AgentVista: Evaluating Multimodal Agents in Ultra-Challenging Realistic Visual Scenarios
by: Su, Zhaochen, et al.
Published: (2026)

R1-Compress: Long Chain-of-Thought Compression via Chunk Compression and Search
by: Wang, Yibo, et al.
Published: (2025)

SuperMemory-VQA: An Egocentric Visual Question-Answering Benchmark for Long-Horizon Memory
by: Alam, Samiul, et al.
Published: (2026)

Beyond Short-Horizon: VQ-Memory for Robust Long-Horizon Manipulation in Non-Markovian Simulation Benchmarks
by: Wang, Honghui, et al.
Published: (2026)

MARPLE: A Benchmark for Long-Horizon Inference
by: Jin, Emily, et al.
Published: (2024)

HiRegEx: Interactive Visual Query and Exploration of Multivariate Hierarchical Data
by: Li, Guozheng, et al.
Published: (2024)

Breaking Quadratic Barriers: A Non-Attention LLM for Ultra-Long Context Horizons
by: Kiruluta, Andrew, et al.
Published: (2025)

Unseen Horizons: Unveiling the Real Capability of LLM Code Generation Beyond the Familiar
by: Zhang, Yuanliang, et al.
Published: (2024)

HINTBench: Horizon-agent Intrinsic Non-attack Trajectory Benchmark
by: Wang, Jiacheng, et al.
Published: (2026)

Connecting the Dots: Benchmarking Reflective Memory in Long-Horizon Dialogue
by: Lin, Jingjie, et al.
Published: (2026)

AgentLAB: Benchmarking LLM Agents against Long-Horizon Attacks
by: Jiang, Tanqiu, et al.
Published: (2026)

Milestone-Guided Policy Learning for Long-Horizon Language Agents
by: Wang, Zixuan, et al.
Published: (2026)

Inconsistencies of Tsallis Cosmology within Horizon Thermodynamics and Holographic Scenarios
by: Ibarbo-Perlaza., Pedro M., et al.
Published: (2025)

HorizonStream: Long-Horizon Attention for Streaming 3D Reconstruction
by: Cheng, Chong, et al.
Published: (2026)

Why can a hydrophilic polyelectrolyte precipitate and redissolve below the critical micelle concentration of an oppositely-charged surfactant ?
by: Yong, Huaisong
Published: (2024)

UltraFusion: Ultra High Dynamic Imaging using Exposure Fusion
by: Chen, Zixuan, et al.
Published: (2025)

HorizonBench: Long-Horizon Personalization with Evolving Preferences
by: Li, Shuyue Stella, et al.
Published: (2026)

ColorBench: Benchmarking Mobile Agents with Graph-Structured Framework for Complex Long-Horizon Tasks
by: Song, Yuanyi, et al.
Published: (2025)

On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length
by: Kim, Sunghwan, et al.
Published: (2026)

LongBench: Evaluating Robotic Manipulation Policies on Real-World Long-Horizon Tasks
by: Chen, Xueyao, et al.
Published: (2026)

ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons
by: Zhang, Jiawen, et al.
Published: (2023)

Verifiable Benchmarking of Long-Horizon Spatial Biology
by: Diks, Ian, et al.
Published: (2026)

DecompileBench: A Comprehensive Benchmark for Evaluating Decompilers in Real-World Scenarios
by: Gao, Zeyu, et al.
Published: (2025)

TCC-Bench: Benchmarking the Traditional Chinese Culture Understanding Capabilities of MLLMs
by: Xu, Pengju, et al.
Published: (2025)

The Long-Horizon Task Mirage? Diagnosing Where and Why Agentic Systems Break
by: Wang, Xinyu Jessica, et al.
Published: (2026)

What Makes Value Learning Efficient in Residual Reinforcement Learning?
by: Ma, Guozheng, et al.
Published: (2026)