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Conference Open access Aug 2026

Cement interface failure analysis of underground gas storage wellbores based on abaqus with implemented cohesive modeling

Aiming at the problems of wellhead uplift and casing–cement sheath interfacial failure in gas storage injection–production wells under cyclic operating conditions, this study analyzes the damage evolution of the bonding interface and the resulting wellhead uplift by considering the multi-string casing structure and the...

Xiang-Y. Kong, Bing Shao, Yong-Liang Zhang et al. · 0 citations
Preprint Aug 2026

A Token-Level Analysis of Sampled-Token Reverse-KL On-Policy Distillation

On-policy distillation (OPD) supervises a student on its own trajectories with token-level signals from a frozen teacher, yet how a sampled loss allocates updates across tokens remains poorly understood. We analyze the gradient of the per-token K2 estimator of reverse KL with respect to the student logits. The $\ell_1$...

Bing Shao, Jia-Zheng Zhang, Long Ma et al. · 0 citations

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