Structures.ai
Overview
Modeling and learning over structured data—graph and relational learning, knowledge-graph construction and completion, hierarchical and compositional representations—bridging symbolic and statistical AI.
Location
KR3
Principal Investigators
Recent Publications
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Iteratively Refined Early Interaction Alignment for Subgraph Matching based Graph Retrieval
Ashwin Ramachandran, Vaibhav Raj, Indradyumna Roy, Soumen Chakrabarti, Abir De
Advances in Neural Information Processing Systems (2024)
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Graph Edit Distance with General Costs Using Neural Set Divergence
Eeshaan Jain, Indradyumna Roy, Saswat Meher, Soumen Chakrabarti, Abir De
Advances in Neural Information Processing Systems (2024)
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Iteratively Refined Early Interaction Alignment for Subgraph Matching based Graph Retrieval
Ashwin Ramachandran, Vaibhav Raj, Indradyumna Roy, Soumen Chakrabarti, Abir De
Advances in Neural Information Processing Systems (2024)
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Graph Regularized Encoder Training for Extreme Classification
Anshul Mittal, Shikhar Mohan, Deepak Saini, Siddarth Asokan, Suchith C Prabhu, Lakshya Kumar, Pankaj Malhotra, Amit Singh, Sumeet Agarwal, Soumen Chakrabarti, Purushottam Kar, Manik Varma
arXiv preprint arXiv:2402.18434 (2024)
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Graph Edit Distance with General Costs Using Neural Set Divergence
Eeshaan Jain, Indradyumna Roy, Saswat Meher, Soumen Chakrabarti, Abir De
Advances in Neural Information Processing Systems (2024)
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Learning and maximizing influence in social networks under capacity constraints
Pritish Chakraborty, Sayan Ranu, Krishna Sri Ipsit Mantri, Abir De
Proceedings of the Sixteenth ACM International Conference on Web Search and … (2023)
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Efficient data subset selection to generalize training across models: Transductive and inductive networks
Eeshaan Jain, Tushar Nandy, Gaurav Aggarwal, Ashish Tendulkar, Rishabh Iyer, Abir De
Advances in Neural Information Processing Systems (2023)
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Discrete Continuous Optimization Framework for Simultaneous Clustering and Training in Mixture Models
Parth Vipul Sangani, Arjun Shashank Kashettiwar, Pritish Chakraborty, Bhuvan Reddy Gangula, Ganesh Ramakrishnan, Rishabh K Iyer, Abir De
International Conference on Machine Learning (2023)
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Structured Case-based Reasoning for Inference-time Adaptation of Text-to-SQL parsers
Abhijeet Awasthi, Soumen Chakrabarti, Sunita Sarawagi
AAAI (2023)
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mOKB6: A Multilingual Open Knowledge Base Completion Benchmark
Mausam Shubham Mittal, Keshav Kolluru, Soumen Chakrabarti
ACL (2023)