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Shi Qiu

3 papers indexed

crossref2026-07-23

The Evolution of Deep Learning: From Perceptrons to Generative Foundation Models

Humza Naveed, Saeed Anwar, Shi Qiu, Daochang Liu, Nick Barnes, Ibrahim Radwan, et al.

Deep learning has evolved from early perceptron models to modern foundation models through a series of breakthroughs that addressed fundamental limitations in representation learning, optimization, computational efficiency, and scalability. While numerous surveys review specific…

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arxivcs.CV2026-07-09

UAV-OVVIS: Unmanned Aerial Vehicles Also Need Open-Vocabulary Video Instance Segmentation

Mingyu Dou, Shi Qiu, Ming Hu, Yifan Chen, Zhe Sun

Unmanned Aerial Vehicle (UAV) videos are widely used in traffic monitoring, urban management, and emergency rescue. However, existing UAV video perception is largely limited to box-level detection and tracking over predefined categories, making it difficult to jointly support fle…

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arxivcs.AI2026-06-30

ClawArena-Team: Benchmarking Subagent Orchestration and Dynamic Workflows in Language-Model Agents

Kaiwen Xiong, Haonian Ji, Shi Qiu, Zeyu Zheng, Cihang Xie, Xinyu Ye, et al.

Production large language-model (LLM) agents are increasingly deployed not as lone problem-solvers but as managers: a main model creates specialized subagents, delegates work, and orchestrates their parallel, asynchronous returns through dynamic workflows. Whether one model can a…

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