Global Convergence of SGD For Logistic Loss on Two Layer Neural Nets. - Pulkit Gopalani; Samyak Jha; Anirbit Mukherjee (Trans. Mach. Learn. Res., 2024)

Langevin Monte-Carlo Provably Learns Depth Two Neural Nets at Any Size and Data. - Dibyakanti Kumar; Samyak Jha; Anirbit Mukherjee (CoRR, 2025)