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Haowei Lin

Peking University

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#artificial intelligence Preprint Oct 2026

SLDBench v2: Active Scaling Law Discovery

SLDBench v2 is introduced with two extensions, and active scaling law discovery is introduced: an agent chooses which experiments to run, pays each one's recorded cost, and revises its law as outcomes arrive, and is scored on the same hidden extrapolation targets as in the passive setting.

Ling-Bei Meng, Rui Huang, Zhi-Rong Shen et al. · 0 citations
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. · 2 citations

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