Publications

BiSLW: Bi-Spectral Latent Watermarking for Generative Diffusion Models

Aryan Pandit

Designed a dual-frequency latent watermarking framework that independently embeds information into low- and high-frequency latent components, improving visual fidelity while maintaining robust watermark recovery under regeneration attacks and common image distortions.

Beyond Plausible Explanations: Verification-Aware Reasoning for Reliable LLM Fact Checking

Aryan Pandit

Introduced a verification-aware reasoning framework integrating evidence verification with structured reasoning for reliable LLM-based fact checking.

Plug-and-Play Proximal Graphical Model for Demosaicing of Microscopy Images

Aryan Pandit, Anurodh Kumar, Amit Vishwakarma

Plug-and-Play proximal optimization framework integrating BM3D priors for high-resolution microscopy image demosaicing. Achieved an average PSNR of 41.06 dB and SSIM of 0.909 on 1,324 microscopy images, demonstrating superior reconstruction quality over existing methods.

SYSTEM AND METHOD FOR RECONSTRUCTING HIGH - QUALITY IMAGE

Amit Vishwakarma, Aryan Pandit