2 papers
cs.CV2026
eXplaining to Learn (eX2L): Regularization Using Contrastive Visual Explanation Pairs for Distribution Shifts
Paulo Mario P. Medina, Jose Marie Antonio Miñoza, Sebastian C. Ibañez
Despite extensive research into mitigating distribution shifts, many existing algorithms yield inconsistent performance, often failing to outperform baseline Empirical Risk Minimiz…
cs.LG2026
Linearized Attention Cannot Enter the Kernel Regime at Any Practical Width
Jose Marie Antonio Miñoza, Paulo Mario P. Medina, Sebastian C. Ibañez
Understanding whether attention mechanisms converge to the kernel regime is foundational to the validity of influence functions for transformer accountability. Exact NTK characteri…