Lab Publications

Denoiser Paper

Provably Contractive and High-Quality Denoisers for Convergent Restoration

Shubhi Shukla, Pravin Nair.

arXiv, 2026.

[arXiv]
Softmax Paper

Softmax is 1/2-Lipschitz: A tight bound across all ℓp norms

Pravin Nair.

arXiv, 2025.

[arXiv]
Linear Attention Paper

Plug-and-Play Linear Attention for Pre-trained Image and Video Restoration Models

Srinivasan Kidambi, and Pravin Nair.

arXiv, 2025.

[arXiv]
Deepfake Paper

Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations

Tharun Anand, Siva Sankar, and Pravin Nair.

CVPR Workshops, 2025.

[arXiv]