Robust and Sparse Aware Diffusion Adaptive Algorithms for Distributed Estimation. - Mayank Nautiyal; Sankha Subhra Bhattacharjee; Nithin V. George (IEEE Trans. Circuits Syst. II Express Briefs, 2022)

Low Complexity and Robust Diffusion Affine Projection Algorithms for Distributed Estimation. - Mayank Nautiyal; Sankha Subhra Bhattacharjee; Nithin V. George (IEEE Trans. Circuits Syst. II Express Briefs, 2022)

Variational Autoencoders for Efficient Simulation-Based Inference. - Mayank Nautiyal; Andrey Shternshis; Andreas Hellander; Prashant Singh (CoRR, 2024)

PARIC: Probabilistic Attention Regularization for Language Guided Image Classification from Pre-trained Vison Language Models. - Mayank Nautiyal; Stela Arranz Gheorghe; Kristiana Stefa; Li Ju; Ida-Maria Sintorn; Prashant Singh (CoRR, 2025)

ConDiSim: Conditional Diffusion Models for Simulation Based Inference. - Mayank Nautiyal; Andreas Hellander; Prashant Singh (CoRR, 2025)