Author

Songtao Guo

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Jul 2026

EdgeCoInfer: Hierarchical Collaborative Inference for On-Device Multimodal Large Models

EdgeCoInfer, a hierarchical collaborative inference framework enabling efficient on-device MLLM inference through coarse-to-fine orchestration, and a Hybrid Evolutionary Hierarchical Reinforcement Learning (HE-HRL) framework to tackle the non-differentiable combinatorial explosion.

Lin Tan, Songtao Guo, Mingyan Li et al. · arXiv.org · 0 citations