Author

Xiangxin Zhou

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Jul 2026

SceneActBench: Can Agents Act on the 3D Scenes They See?

This work presents SceneActBench, a benchmark for visually conditioned action across five 3D tasks under a unified agent-environment loop, and evaluates each final output against hidden ground truth with task-specific geometric metrics.

Yifei Zhao, Xiangxin Zhou, Wenhao Yang et al. · arXiv.org · 2 citations

#small language model Review Aug 2026

LLM-based Agents for Forecasting and Prediction: Methods, Training, Evaluation, and Applications

This work investigates LLM-based forecasting agents, meaning systems in which a language model contributes to a scored prediction about a future or currently unobserved target, and organizes architectures into three groups.

Xiao-Gang Xu, Jiaqi Tang, Jianmin Chen et al. · 0 citations