Burouj Armgaan

Burouj Armgaan | بروج ارمغان

I'm a 4th year PhD student at the Department of Computer Science,

Indian Institute of Technology Delhi, supervised by Prof. Sayan Ranu.

I research explainable graph machine learning.

Publications

Titles are linked to papers; images to posters; author names to their websites.

⛩️   NeurIPS 2025 (Oral)   ⛩️

GnnXemplar: Exemplars to Explanations -
Natural Language Rules for Global GNN Interpretability

Burouj Armgaan, Eshan Jain, Harsh Pandey, Mahesh Chandran, Sayan Ranu

GnnXemplar poster


⛩️   NeurIPS 2024   ⛩️

GraphTrail: Translating GNN Predictions into Human-Interpretable Logical Rules

Burouj Armgaan*, Manthan Dalmia*, Sourav Medya, Sayan Ranu

GraphTrail poster


⛩️   TMLR 2024   ⛩️

InduCE: Inductive Counterfactual Explanations for Graph Neural Networks

Samidha Verma, Burouj Armgaan, Sourav Medya, Sayan Ranu

Induce poster


⛩️   ICLR 2024   ⛩️

GNNX-BENCH: Unravelling the Utility of Perturbation-based
GNN Explainers through In-depth Benchmarking

Mert Kosan*, Samidha Verma*, Burouj Armgaan, Khushbu Pahwa,
Ambuj Singh, Sourav Medya, Sayan Ranu

GNNX-BENCH poster

Awards

Top Reviewer - NeurIPS 2025

Outstanding Teaching Assistant - COL761 Data Mining

Finalist - Qualcomm India Fellowship 2023

Prime Minister's Research Fellowship

Education

iitd

2022 - Present

PhD in Computer Science

Indian Institute of Technology Delhi (IIT Delhi)



iitd

2021 - 2022

Bachelor's in Computer Science (Visiting student)

Indian Institute of Technology Delhi (IIT Delhi)



nitsgr

2018 - 2022

Bachelor's in Computer Science

National Institute of Technology Srinagar (NIT Srinagar)



biscoe

2003 - 2017

Schooling

Tyndale Biscoe School