Authors

Sujato Dutta

Publications 2

Preprint Open access

MINDSET: Energy-based Schema Evolution for Long Conversational Agent Memory

Sujato Dutta, Sreekruthy Tummala, Shashank Vanga et al. · 2026

Long conversational agents have become essential in our daily lives. They must remember what was said long back in order to help us efficiently complete a task without needing the user to repeat instructions and context repeatedly. However, the main issue is that instructions and context change over time and so the age …

Preprint Open access

Hybrid++: The Bridge between PDE Models and Deep Learning for Gamma Noise Removal

Mahipal Jetta, Sujato Dutta · 2026

Multiplicative gamma noise is one of the dominant noise factors in Synthetic Aperture Radar (SAR) and medical ultrasound images. They are dependent on pixel level noises due to which they are highly varying across the image and harder to handle as compared to additive noise. The denoising methods to address this noise …

Co-authors