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Publications / 2026

Plasticity-Aware Mixture of Experts for Learning Under QoE Shifts in Adaptive Video Streaming

Zhiqiang He,  Zhi Liu

IEEE Transactions on Multimedia · 2026 Q1 · IF 9.7 Accepted plasticitymoevideo-streaming
Figure · Plasticity-Aware Mixture of Experts for Learning Under QoE Shifts in Adaptive Video Streaming

Abstract

We address plasticity loss in mixture-of-experts under QoE shifts in adaptive video streaming, with theoretical justification and large-scale empirical validation.

We mitigate plasticity loss in mixture-of-experts under shifting QoE objectives, with theoretical justification.