3 papers
cs.LG2025
VISP: Volatility Informed Stochastic Projection for Adaptive Regularization
Tanvir Islam
We propose VISP: Volatility Informed Stochastic Projection, an adaptive regularization method that leverages gradient volatility to guide stochastic noise injection in deep neural…
cs.LG2025
TLoRA: Tri-Matrix Low-Rank Adaptation of Large Language Models
Tanvir Islam
We propose TLoRA, a novel tri-matrix low-rank adaptation method that decomposes weight updates into three matrices: two fixed random matrices and one trainable matrix, combined wit…
cs.LG2025
Extended Histogram-based Outlier Score (EHBOS)
Tanvir Islam
Histogram-Based Outlier Score (HBOS) is a widely used outlier or anomaly detection method known for its computational efficiency and simplicity. However, its assumption of feature…