Author

Ming-Qian Feng

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#artificial intelligence Preprint Oct 2026

Where You Inject Matters: The Trust Region Effect in LLM Agents

This work provides the first systematic characterization for the effectiveness of different injection placements, spanning both coarse-grained environmental surfaces and fine-grained positions, and develops learning-based attackers that generate injection content and select better injection placements.

Cheng-Quan Guo, Xiao-Dong Liu, Wei-Wei Yang et al. · 0 citations

#software testing Preprint Sep 2026

BVB: Benchmarking Agentic Video Understanding via Programmatic Reconstruction in Blender

A benchmark that tests the ability of agentic video understanding by asking agents to reconstruct real-world videos as animated Blender scenes, and shows that programmatic reconstruction is a viable test of agentic video understanding, and that semantic retention remains the main challenge.

Y. Y. Tang, D. Shimada, Jia-Yue Meng et al. · 0 citations