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JianKang Zheng

2 accepted papers

2026

Linguistic Relative Policy Optimization for Video Anomaly Reasoning

ICML 2026poster

Video anomaly detection (VAD) with multimodal large language models has shown strong potential, yet most existing methods still depend on large-scale annotations or expert-designed priors, limiting their ability to acquire anomaly knowledge with as little human intervention as possible. To address t…

Cited by 0SourceScholar
2025

A2Seek: Towards Reasoning-Centric Benchmark for Aerial Anomaly Understanding

NeurIPS 2025poster

While unmanned aerial vehicles (UAVs) offer wide-area, high-altitude coverage for anomaly detection, they face challenges such as dynamic viewpoints, scale variations, and complex scenes. Existing datasets and methods, mainly designed for fixed ground-level views, struggle to adapt to these conditio…

Cited by 0SourcecodeScholar