3 papers
cs.CL2026
Masked Language Flow Models
Iskander Azangulov, Kianoosh Ashouritaklimi, Leo Zhang +2
Masked Diffusion Models (MDMs) promise fast, parallel language generation, but their reverse transition factorises across token positions -- an approximation that breaks down in th…
cs.LG2026
On-Average Stability of Multipass Preconditioned SGD and Effective Dimension
Simon Vary, Tyler Farghly, Ilja Kuzborskij +1
We study trade-offs between the population risk curvature, geometry of the noise, and preconditioning on the generalisation ability of the multipass Preconditioned Stochastic Gradi…
cs.LG2024
Black-Box Uniform Stability for Non-Euclidean Empirical Risk Minimization
Simon Vary, David MartÃnez-Rubio, Patrick Rebeschini
We study first-order algorithms that are uniformly stable for empirical risk minimization (ERM) problems that are convex and smooth with respect to -norms, . We propos…