Lab members · DS Chair Professor in AI, IIT Delhi
The students who have made the group what it is.
Explainable graph machine learning, turning GNN predictions into human-interpretable rules and natural-language explanations (GnnXemplar, GraphTrail).
Homepage →Efficient graph learning for resource-constrained settings, including graph condensation and frugal spatio-temporal forecasting (Bonsai, Mirage, Frigate).
Homepage →
Automated heuristic discovery, using LLMs to discover programs and algorithms for hard graph problems such as graph edit distance (GRAIL, ICML 2025), with more problems in this space underway.
LinkedIn →
Building trustworthy agentic systems.
Weight-space learning for GNN force fields, including model merging (GFFMerge, to appear at ICML 2026).
LinkedIn →
Algorithmic fairness, graph learning, and AI for social good, including fair allocation and fair wages on gig and e-commerce platforms (FairFoody, Fair Allocation).
Next: Postdoctoral researcher, IIIT Hyderabad.
Homepage →
Learning to solve combinatorial optimization problems over graphs, including budget-constrained algorithms and lifelong learning for mixed-integer programs (GCOMB, LIMIP).
Next: Manager Data Scientist, Mastercard AI Garage.
Homepage →
Search and optimization over large graphs, including relationship-aware graph querying and fast chemical-fingerprint search (RAQ, RISC).
Next: Lecturer, School of Computing, National University of Singapore.
Homepage →Award winners are featured below. The full roster, with project papers and where each student went next, follows.
Co-first author of Bonsai (ICLR 2025), first author of a graph-unlearning benchmark (ICLR 2026), and an author on an ICML 2026 Spotlight on graph condensation.
LinkedIn →Adversarial robustness of GNNs and balance maximization in signed networks (AAAI 2023, WSDM 2021).
Next: PhD candidate, Georgia Tech.
Homepage →First author of GraphGen, a scalable, domain-agnostic model for labeled graph generation (WWW 2020).
Next: PhD student, Purdue.
Batching and matching for food delivery on dynamic road networks (FoodMatch).
Fair wages for gig food-delivery workers (FairFoody, Gigs with Guarantees).
Fairness in food delivery, including fair allocation and wages (FairFoody, Gigs with Guarantees).
Aditya Bommakanti · FUGAL (NeurIPS 2024)
Harshith Reddy Vonteri · FUGAL (NeurIPS 2024)
Arushi Goyal · GRAIL (ICML 2025)
Ananya Mathur · GRAIL (ICML 2025)
Eshan Jain · GnnXemplar (NeurIPS 2025)
Ishita Thakre · GFFMERGE (ICML 2026)
Vipul Garg · GFFMERGE (ICML 2026)
Jayant Jain · NeuroMLR (NeurIPS 2021)
Vrittika Bagadia · NeuroMLR (NeurIPS 2021)
Komal Chauhan · Regular Path Queries via Exemplars (VLDB 2021)
Kartik Jain · Regular Path Queries via Exemplars (VLDB 2021)
Arneish Prateek · Mining Top-k Correlated Subgraphs (VLDB 2020) · Next: Microsoft
Akshit Goyal · Mining Top-k Correlated Subgraphs (VLDB 2020)
Momin Mahdihussain · KWIQ (EDBT 2023) · Next: Goldman Sachs
Harsh Jain · GraphGen (WWW 2020)
Arshdeep Singh · FoodMatch (ICDE 2021)
Chak-Fai Yuen · Route Recommendations for Ride-sharing (WWW 2019)
Abhishek Pratap Singh · Route Recommendations for Ride-sharing (WWW 2019)
Anagh Prasad · Regular simple path queries (SIGMOD 2019)
Sarisht Wadhwa · Regular simple path queries (SIGMOD 2019) · Next: PhD, Duke
Pranali Yawalkar · Route recommendations (ICDE 2019) · Next: Google
Dheepikaa Natarajan · Resling (ICDM 2016) · Next: Amazon
Abishek Thangamuthu · Physics-informed GNNs (NeurIPS 2022)
Gunjan Kumar · Physics-informed GNNs (NeurIPS 2022)
Shivam Srivastava · Geo-social clustering (ICDM 2015)
Aravind Sankar · Predicting metabolic pathways (Bioinformatics 2017) · Next: PhD, UIUC
Adit Krishnan · Select, Link and Rank (WISE 2016) · Next: Amazon
Also: Abhik Mondal, Pankaj Kumar, Dipen Kumar, Dipanshu Patidar, Umesh Parmar, Manoj Kumar.
Rishi Shah · NeuroCut (KDD 2024)
Manthan Dalmia · GraphTrail (NeurIPS 2024) · Next: Graviton Research Capital
Krishnanshu Jain · NeuroCut (KDD 2024)
Akash Mittal · GCOMB (NeurIPS 2020) · Next: MS, UIUC
Anuj Dhawan · GCOMB (NeurIPS 2020)
Siddharth Grover · GREED (NeurIPS 2022)
Sagar Goyal · Route Recommendations for Ride-sharing (WWW 2019)
Suvadip Paul · Pathway heterogeneity in protein folding (PCCP 2017) · Next: MS, Stanford
Also: Abhinav Jain, Parth Gupta.
Parth Verma · GFFMERGE (ICML 2026)
Vansh Ramani · Bonsai (ICLR 2025), DISSOLVR (ICML 2026)
Ronak Kalvani · Graph-unlearning benchmark (ICLR 2026)
Also: Astha Verma, Vishakha Agarwal, Vipul Vaibhav, Kashish Goel, Daksh Dhaker, Umang Tripathi.
Skyline subgraph queries for retrieving regions of interest (SkyGraph, VLDB 2017).
Next: Samsung Research, Bangalore.
Saket Gurukar · COMMIT (SIGMOD 2015) · Next: Samsung Research, USA
Nandani Garg · Idle-taxi route recommendation (KDD 2018) · Next: Huawei Research, London
Animesh Singh · Disorder-to-order protein switch (PCCP 2015)
Samidha Verma · InduCE (TMLR 2024) · continued to PhD in the group
Karan Raj Singh · continued to PhD in the group