Author

Tao Ouyang

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#edge computing Nov 2026

TOVAC: A Two-Timescale Framework for QoS-Aware Video Analytics With Hierarchical Edge Computing

As one of the most representative applications of edge computing, video analytics typically involves multiple vision components in the pipeline, which together determine the quality of service (QoS) for users. By exploiting diverse resource demands of different components, a fine-grained hierarchical orchestration with...

Kongyange Zhao, Tao Ouyang, Zhi-Xuan Liao et al. · IEEE Transactions on Mobile... · 0 citations

Conference Open access May 2026

GALA: Generative Aligned Learning for Adaptive Multimodal Representation in the Taobao Shangou Recommender System

GALA is a three-stage pipeline extending existing learning frameworks, whose core innovation lies in an intermediate “generative RL alignment” stage that constructs multimodal pretraining data from user behavior and refines it via conversion-based rewards, effectively bridging the pretraining-fine-tuning gap to align w...

Jiping Liu, Zhongmin Zhang, Zisen Sang et al. · IEEE International Conferenc... · 0 citations