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cs.LG2026
Beyond Task-Agnostic: Task-Aware Grouping for Communication-Efficient Multi-Task MoE Inference
Zhiyao Xu, Aoxue Liu, Zhanjie Ding +3
Sparsely activated Mixture-of-Experts (MoE) models scale capacity via conditional computation, but distributed inference suffers from cross-GPU expert communication and routing-ind…
cs.LG2026
SmartBench: Evaluating LLMs in Smart Homes with Anomalous Device States and Behavioral Contexts
Qingsong Zou, Zhi Yan, Zhiyao Xu +3
Due to the strong context-awareness capabilities demonstrated by large language models (LLMs), recent research has begun exploring their integration into smart home assistants to h…