Author

Jie Fu

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#artificial intelligence Preprint Sep 2026

Latent Recurrent Thoughts: Recurrent Refinement of Proposed Latents for Reasoning with Frozen LLMs

Latent Recurrent Thoughts substantially outperforms prior frozen-decoder continuous-space reasoning methods under an identical decoder, prompt, data, and training budget, and outperforms non-thinking-mode chain-of-thought prompting on the same backbone at a small fraction of its inference compute.

Zhao-Xing Chen, Jie Fu · 0 citations

2026

Workflow-Aware Expert Routing for Distributed LLM Serving Over the Edge-Cloud Continuum

Deploying Large Language Models (LLMs) over the edge-cloud continuum faces severe stability challenges due to the conflict between stochastic network topology and complex workflow dependencies. Existing schedulers, relying either on computationally prohibitive Graph Neural Networks (GNNs) or topology-agnostic heuristic...

Yan Gao, Shaoyuan Huang, Yonghui Ye et al. · IEEE Transactions on Cogniti... · 0 citations