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Han-Lin Du

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Conference Aug 2026

A constrained hierarchical Bayesian framework for latent variable inference and dual-response evaluation divergence analysis

Multi-evaluator decision-making systems encounter difficulties in inferring latent variables and quantifying evaluation discrepancies under realistic scenario constraints. Most existing methods either ignore critical hard constraints such as competition elimination rules or fail to account for inference uncertainty, le...

Hang Qian, Han-Lin Du · 0 citations
Book Open access Sep 2026

LiveResize: Runtime GPU Reallocation for Disaggregated LLM Post-Training

RL-based LLM post-training increasingly disaggregates rollout and training across separate GPU resources, but static GPU partitioning can suffer from pipeline bubbles under long-tail rollout latency. We present LiveResize, a runtime GPU reallocation system that dynamically switches GPUs between rollout and training to...

Han-Lin Du, Zhiyuan Yan, Yun-Gang Bao et al. · 0 citations

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