2 papers
cs.LG2026
Avoiding Premature Collapse: Adaptive Annealing for Entropy-Regularized Structural Inference
Yizhi Liu
Differentiable matching layers and residual connection paradigms, often implemented via entropy-regularized Optimal Transport (OT), serve as critical mechanisms in structural predi…
cs.LG2026
The Homogeneity Trap: Spectral Collapse in Doubly-Stochastic Deep Networks
Yizhi Liu
Doubly-stochastic matrices (DSM) are increasingly utilized in structure-preserving deep architectures -- such as Optimal Transport layers and Sinkhorn-based attention -- to enforce…