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Author

Shuhang Dong

2 papers indexed here

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Open access Sep 2026

Ammonia Accumulation Drives Intervertebral Disc Degeneration by Triggering Ammonia‐Induced Cell Death Through Lysosome–Mitochondria Crosstalk

ABSTRACT Intervertebral disc degeneration (IVDD) is a major cause of low back pain and is closely associated with metabolic imbalance within the disc microenvironment, yet the underlying mechanisms remain poorly understood. Here, we identify ammonia accumulation as a metabolically relevant stressor that promotes nucleu...

Yang Zhang, Yu-Cheng Gao, Shu-Hang Dong et al. · 0 citations
Preprint Aug 2026

Iterative Erasure Count Is Not an Affine-Invariant Concept Dimension

How many directions does a neural representation use to encode a concept? A common answer repeatedly erases probe directions and reports the stopping count or cumulative removed rank. We show that both quantities can change under an information-preserving invertible reparameterization, so neither is intrinsically a con...

Tingan Jin, Shu-Hang Dong, Hao-Song Li et al. · 1 citation

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