Vinoth Nandakumar

According to our database, Vinoth Nandakumar authored at least 5 papers between 2018 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

State space models can express <i>n</i>-gram languages.

Vinoth Nandakumar, Qiang Qu, Peng Mi, Tongliang Liu

Trans. Mach. Learn. Res., 2025

2024

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

2023

Why do CNNs excel at feature extraction? A mathematical explanation.

Vinoth Nandakumar, Arush Tagade, Tongliang Liu

CoRR, 2023

Why can neural language models solve next-word prediction? A mathematical perspective.

Vinoth Nandakumar, Peng Mi, Tongliang Liu

CoRR, 2023

2018

Irreducible components of exotic Springer fibres.

Vinoth Nandakumar, Daniele Rosso, Neil Saunders

J. Lond. Math. Soc., 2018