Search Results for author: Kallol Roy

Found 6 papers, 2 papers with code

The Fairness Stitch: Unveiling the Potential of Model Stitching in Neural Network De-Biasing

1 code implementation6 Nov 2023 Modar Sulaiman, Kallol Roy

The pursuit of fairness in machine learning models has emerged as a critical research challenge in different applications ranging from bank loan approval to face detection.

Face Detection Fairness

Stress and Adaptation: Applying Anna Karenina Principle in Deep Learning for Image Classification

no code implementations22 Feb 2023 Nesma Mahmoud, Hanna Antson, Jaesik Choi, Osamu Shimmi, Kallol Roy

In our paper, we have generated artificial perturbations to our model by hot-swapping the activation and loss functions during the training.

Image Classification

Pretrained Language Models are Symbolic Mathematics Solvers too!

1 code implementation7 Oct 2021 Kimia Noorbakhsh, Modar Sulaiman, Mahdi Sharifi, Kallol Roy, Pooyan Jamshidi

In this paper, we present a sample efficient way of solving the symbolic tasks by first pretraining the transformer model with language translation and then fine-tuning the pretrained transformer model to solve the downstream task of symbolic mathematics.

Language Modelling Math

Searching for Topological Symmetry in Data Haystack

no code implementations11 Mar 2016 Kallol Roy, Anh Tong, Jaesik Choi

To compute the symmetry in a grid structure, we introduce three legal grid moves (i) Commutation (ii) Cyclic Permutation (iii) Stabilization on sets of local grid squares, grid blocks.

Cannot find the paper you are looking for? You can Submit a new open access paper.