Projects
✨ To be updated...

Recreating arXiv Citation Graph using Recurrent Neural Networks
A novel pipeline which employs a combination of traditional heuristics and modern deep learning methods to find the list of papers cited by an article.

Certifying Robustness of Neural Networks
A sound and precise automated verifier for certifying robustness of neural networks based on Zonotope abstraction.

Deepfakes
Generative Adversarial Networks to generate fake face-swapped videos. These videos pose a potential threat of spreading fallacious information in the society.

Fusion Hidden Markov Models
Stochastic ensemble of Hidden Markov Models for attacker behaviour profiling.

Predictive Threat Intelligence
A big-data based statistcal modelling framework coded in python, which uses Markov Chain, Hidden Markov Model and LSTM to model diverse attack patterns and predict the next move of the intruder.
