Realistic Data Augmentation Framework for Enhancing Tabular Reasoning. - Dibyakanti Kumar; Vivek Gupta 001; Soumya Sharma; Shuo Zhang 006 (EMNLP (Findings), 2022)

Investigating the Ability of PINNs To Solve Burgers' PDE Near Finite-Time BlowUp. - Dibyakanti Kumar; Anirbit Mukherjee (CoRR, 2023)

Towards Size-Independent Generalization Bounds for Deep Operator Nets. - Pulkit Gopalani; Sayar Karmakar; Dibyakanti Kumar; 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)