Irreducible components of exotic Springer fibres. - Vinoth Nandakumar; Daniele Rosso; Neil Saunders (J. Lond. Math. Soc., 2018)

Why can neural language models solve next-word prediction? A mathematical perspective. - Vinoth Nandakumar; Peng Mi; Tongliang Liu (CoRR, 2023)

Why do CNNs excel at feature extraction? A mathematical explanation. - Vinoth Nandakumar; Arush Tagade; Tongliang Liu (CoRR, 2023)

On Intriguing Layer-Wise Properties of Robust Overfitting in Adversarial Training. - Duke Nguyen; Chaojian Yu; Vinoth Nandakumar; Young Choon Lee; Tongliang Liu (Trans. Mach. Learn. Res., 2024)

State space models can express n-gram languages. - Vinoth Nandakumar; Qiang Qu; Peng Mi; Tongliang Liu (Trans. Mach. Learn. Res., 2025)