6 papers
GAN-Diff : Coupling Pretrained WGAN-GP Features with Conditional Diffusion U-Nets
Saif Ahmed, Ashadulla Hil Galib, S. M. Riaz Rahman Antu +5
Generative adversarial networks (GANs) can provide efficient image generation, while diffusion models offer high-quality image restoration but require iterative sampling. This pape…
An Improved Generative Adversarial Network for Micro-Resistivity Imaging Logging Restoration
Ahmed Faizul Haque, S. M. Riaz Rahman Antu, Saif Ahmed +5
An improved GAN-based imaging logging image restoration method is presented in this paper for solving the problem of partially missing micro-resistivity imaging logging images. The…
Enhancing BiGRU with a KAN Block for Legal Document Classification and Summarization
Ahmed Faizul Haque Dhrubo, Souvik Pramanik, Most. Aysha Siddika Sumona +4
This study introduces a novel architecture of KAN-based BiGRU model for the task of classification and summarization of legal documents in a low-resource multilingual setup. In ord…
MultiSoc-4D: A Benchmark for Diagnosing Instruction-Induced Label Collapse in Closed-Set LLM Annotation of Bengali Social Media
Souvik Pramanik, S. M. Riaz Rahman Antu, Shak Mohammad Abyad +2
Annotation automation via Large Language Models (LLMs) is the core approach for scaling NLP datasets; however, LLM behavior with respect to closed-set instructions in low-resource…
Analysis of the action-based constrained adiabatic particle production model
Souvik Pramanik
The theory of gravitationally induced adiabatic particle production offers an alternative approach to exploring the accelerating expansion of the universe. However, existing models…
Non-renormalization of the fractional quantum Hall conductivity by interactions
M. Selch, M. A. Zubkov, Souvik Pramanik +1
We investigate the theory of the fractional quantum Hall effect (QHE) proposed a long time ago by Lopez and Fradkin \cite{Fradkin1991chern} to describe the principal Jain series. T…