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Jia-Wei Jiang

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#machine learning Preprint Oct 2026

Efficient Resource-Shiftable RL Post-training with Generative Rewards

Reinforcement learning (RL) post-training with generative reward models (GenRM) has become a central recipe for improving large language models (LLMs), and it is also increasingly resource-intensive: policy rollout, GenRM-based reward evaluation, and policy training all compete for GPU resources. However, existing colo...

Yan-Feng Zhao, Hao-Yang Li, Sheng Lin et al. · 0 citations
Preprint Oct 2026

AFORE: Attention-FFN Disaggregation with Overlapped Reconfiguration of Experts

Efficient serving of Mixture-of-Experts (MoE) models is challenging due to large expert parameters, input-dependent expert activation, and dynamic workloads. Expert parallelism distributes expert computation across GPUs, while attention-FFN disaggregation (AFD) separates attention and feed-forward computation into inde...

Wen-Shuang Li, You-He Jiang, You Peng et al. · 0 citations

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