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20242026
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cs.CV2026

ReLE: A Scalable System and Structured Benchmark for Diagnosing Capability Anisotropy in Chinese LLMs

Rui Fang, Jian Li, Wei Chen +4

Large Language Models (LLMs) have achieved rapid progress in Chinese language understanding, yet accurately evaluating their capabilities remains challenged by benchmark saturation…

cs.CV2025

TrashDet: Iterative Neural Architecture Search for Efficient Waste Detection

Tony Tran, Bin Hu

This paper addresses trash detection on the TACO dataset under strict TinyML constraints using an iterative hardware-aware neural architecture search framework targeting edge and I…

cs.CV2025

Map-World: Masked Action planning and Path-Integral World Model for Autonomous Driving

Bin Hu, Zijian Lu, Haicheng Liao +7

Motion planning for autonomous driving must handle multiple plausible futures while remaining computationally efficient. Recent end-to-end systems and world-model-based planners pr…

cs.CV2025

AutoIAD: Manager-Driven Multi-Agent Collaboration for Automated Industrial Anomaly Detection

Dongwei Ji, Bingzhang Hu, Yi Zhou

Industrial anomaly detection (IAD) is critical for manufacturing quality control, but conventionally requires significant manual effort for various application scenarios. This pape…

cs.CV2025

LION-FS: Fast & Slow Video-Language Thinker as Online Video Assistant

Wei Li, Bing Hu, Rui Shao +2

First-person video assistants are highly anticipated to enhance our daily lives through online video dialogue. However, existing online video assistants often sacrifice assistant e…