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cs.AI2026
ECHOES: Seeing Beyond the Current Image via Recursive History Compression and Privileged On-Policy Distillation
Tengda Guo, Jiawang Hu, Yifei Tao +4
Long-horizon GUI agents rely on visual history to maintain task states, but retaining historical screenshots increases visual-token usage and inference costs, while textual summari…
cs.AI2026
SpecPrefetch: Parameter-Efficient Expert Prefetching for Sparse MoE Foundation Models
Jinwei Kong, Runqi Meng, Fanyi Wang +4
Sparse Mixture-of-Experts (MoE) models expand foundation model capacity through conditional expert activation, but their full expert pools remain difficult to deploy under limited…