Medya, Sourav

15 publications

ICLR 2025 BANGS: Game-Theoretic Node Selection for Graph Self-Training Fangxin Wang, Kay Liu, Sourav Medya, Philip S. Yu
ICML 2025 COMRECGC: Global Graph Counterfactual Explainer Through Common Recourse Gregoire Fournier, Sourav Medya
NeurIPS 2025 Preference-Driven Knowledge Distillation for Few-Shot Node Classification Xing Wei, Chunchun Chen, Rui Fan, Xiaofeng Cao, Sourav Medya, Wei Ye
AAAI 2024 COMBHelper: A Neural Approach to Reduce Search Space for Graph Combinatorial Problems Hao Tian, Sourav Medya, Wei Ye
AAAI 2024 DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity Maximization Aritra Bhowmick, Mert Kosan, Zexi Huang, Ambuj K. Singh, Sourav Medya
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
NeurIPS 2024 GraphTrail: Translating GNN Predictions into Human-Interpretable Logical Rules Burouj Armgaan, Manthan Dalmia, Sourav Medya, Sayan Ranu
NeurIPS 2024 IMPACT: A Large-Scale Integrated Multimodal Patent Analysis and Creation Dataset for Design Patents Homaira Huda Shomee, Zhu Wang, Sourav Medya, Sathya N. Ravi
TMLR 2024 InduCE: Inductive Counterfactual Explanations for Graph Neural Networks Samidha Verma, Burouj Armgaan, Sourav Medya, Sayan Ranu
TMLR 2024 Uncertainty in Graph Neural Networks: A Survey Fangxin Wang, Yuqing Liu, Kay Liu, Yibo Wang, Sourav Medya, Philip S. Yu
NeurIPS 2023 Implicit Differentiable Outlier Detection Enable Robust Deep Multimodal Analysis Zhu Wang, Sourav Medya, Sathya Ravi
AAAI 2023 Task and Model Agnostic Adversarial Attack on Graph Neural Networks Kartik Sharma, Samidha Verma, Sourav Medya, Arnab Bhattacharya, Sayan Ranu
NeurIPS 2022 GREED: A Neural Framework for Learning Graph Distance Functions Rishabh Ranjan, Siddharth Grover, Sourav Medya, Venkatesan Chakaravarthy, Yogish Sabharwal, Sayan Ranu
IJCAI 2020 A Game Theoretic Approach for Core Resilience Sourav Medya, Tiyani Ma, Arlei Silva, Ambuj K. Singh
NeurIPS 2020 GCOMB: Learning Budget-Constrained Combinatorial Algorithms over Billion-Sized Graphs Sahil Manchanda, Akash Mittal, Anuj Dhawan, Sourav Medya, Sayan Ranu, Ambuj Singh