About
My research interest lies in the solving the fundamental bounded recall problem in Neural Information Retrieval and its application in complex question asnwering. Prior to that, I have worked on the explainbility of graph machine learning models.
Interests
- Information Retrieval, Neural Reranking, and Complex Reasoning
- Interpretability in Graph Neural Networks
Publications
Breaking the Lens of the Telescope: Online Relevance Estimation over Large Retrieval Sets
Mandeep Rathee, Venktesh V, Sean MacAvaney and Avishek Anand
In SIGIR 2025
SUNAR: Semantic Uncertainty based Neighborhood Aware Retrieval for Complex QA
Venktesh V*, Mandeep Rathee*, and Avishek Anand
In NAACL 2025
Guiding Retrieval using LLM-based Listwise Rankers
Mandeep Rathee, Sean MacAvaney, and Avishek Anand
In ECIR 2025
Quam: Adaptive Retrieval through Query Affinity Modelling
Mandeep Rathee, Sean MacAvaney, and Avishek Anand
In WSDM 2025
BAGEL: A Benchmark for Assessing Graph Neural Network Explanations
Mandeep Rathee, Thorben Funke, Avishek Anand, and Megha Khosla
In AIMLAI@ECML-PKDD 2024
Private Graph Extraction via Feature Explanations
Iyiola E. Olatunji, Mandeep Rathee, Thorben Funke, and Megha Khosla
In PETS 2023
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
In TKDE 2022
Resume
Overview
Mandeep Rathee
I am Mandeep. I am a PhD researcher at L3S Research Center, Hannover, Germany.
Education
Ph.D.
2020 - Current
L3S Research Center, Hannover
Information Retrieval
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.
Experience
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