About
My research interests lies in the application of graph-based machine learning to information retrieval and Web tasks.
Interests
- Interpretability in Graph Neural Networks
- Interpretable Search and Recommandation
Publications
BAGEL: A Benchmark for Assessing Graph Neural Network Explanations
Mandeep Rathee, Thorben Funke, Avishek Anand, and Megha Khosla
Private Graph Extraction via Feature Explanations
Iyiola E. Olatunji, Mandeep Rathee, Thorben Funke, and Megha Khosla
Learnt sparsification for interpretable graph neural networks
Mandeep Rathee, Zijian Zhang, Thorben Funke, Megha Khosla, and Avishek Anand
ZORRO: Valid, Sparse, and Stable Explanations in Graph Neural Networks
Thorben Funke, Megha Khosla, Mandeep Rathee, and Avishek Anand
Resume
Overview
Mandeep Rathee
I am Mandeep. Currently I am working on Interpretability in Graph Neural Networks under the supervision of Dr. Avishek Anand at L3S Research Center. I completed my masters degree in Mathematics and Computing from Indian Institute of Technology, Patna, India. For my master thesis, I got DAAD fellowship under the “Combined Study and Practice Stays for Engineers from Developing Countries (KOSPIE) with Indian IITs 2019” from September 2019 to May 2020. I did my master thesis form L3S Research Center, Hannover. Also, I have learned German language up to A1 level.
Education
Ph.D.
2020 - Current
L3S Research Center, Hannover
Interpretability in Graph Neural Networks.
Masters of Technology
Mathematics and Computing
2018 - 2020
Indian Institute of Technology, Patna(India)
I did my master's thesis in L3S Research Center of Leibniz University Hannover. My topic for master's thesis was Graph Augmentation and Learning using Graph Neural Networks.
Knowledge
Courses Attended
Machine Learning
Deep Learning
Natural Language Processing
Data Mining
Data Structure and Algorithm
Probability and Statistics
Network Science
Numerical Optimization
Graph Theory
Linear Algebra
Technical
C
C++
Python
R
Pytorch
Tensorflow
Keras
Teaching
TA for Deep Learning Course, Summer Semester, 2021
Leibniz University Hannover
Contact
Location:
L3S Research Center, Appelstrasse 4b, 30167, Hannover
Email:
rathee@l3s.de
Telephone:
Not Available