4 papers
The Information Shadow: Measuring Structural Limits on What Language Models Can Learn
Priyansh Srivastava, Romit Chatterjee
Some limits on what language models know are not gaps in data coverage but structural properties of learning from text. We introduce the information shadow: the region of phenomena…
Enhancing Machine Learning Model Efficiency through Quantization and Bit Depth Optimization: A Performance Analysis on Healthcare Data
Mitul Goswami, Romit Chatterjee
This research aims to optimize intricate learning models by implementing quantization and bit-depth optimization techniques. The objective is to significantly cut time complexity w…
MiVID: Multi-Strategic Self-Supervision for Video Frame Interpolation using Diffusion Model
Priyansh Srivastava, Romit Chatterjee, Abir Sen +2
Video Frame Interpolation (VFI) remains a cornerstone in video enhancement, enabling temporal upscaling for tasks like slow-motion rendering, frame rate conversion, and video resto…
Adversarial-Ensemble Kolmogorov Arnold Networks for Enhancing Indoor Wi-Fi Positioning: A Defensive Approach Against Spoofing and Signal Manipulation Attacks
Mitul Goswami, Romit Chatterjee, Somnath Mahato +1
The research presents a study on enhancing the robustness of Wi-Fi-based indoor positioning systems against adversarial attacks. The goal is to improve the positioning accuracy and…