Publications

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(2021). Multi-Graph Transformer for Free-Hand Sketch Recognition. IEEE Transactions on Neural Networks and Learning Systems (TNNLS).

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(2020). Learning TSP Requires Rethinking Generalization. arXiv preprint arXiv:2006.07054.

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(2020). Benchmarking Graph Neural Networks. arXiv preprint arXiv:2003.00982.

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(2019). On Learning Paradigms for the Travelling Salesman Problem. NeurIPS 2019 Graph Representation Learning Workshop.

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(2019). An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem. INFORMS Annual Meeting 2019.

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(2019). Working Women and Caste in India: A Study of Social Disadvantage using Feature Attribution. ICLR 2019 AI for Social Good Workshop.

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(2019). Graph Convolutional Neural Networks for the Travelling Salesman Problem. Bachelor’s Thesis, Nanyang Technological University, Singapore.

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(2018). Utilizing Embeddings for Efficient Matching of Entities. US Patent App. 16217148.

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(2018). Graphical Approach to Multi-Matching. US Patent App. 16210070.

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(2018). Representing Sets of Entites for Matching Problems. US Patent App. 16208681.

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(2018). Question-answering and Chatbots using Memory Networks. Book chapter, Hands-On NLP with Python (R. Arumugam and R. Shanmugamani, eds.), pp. 175-199, Packt Publishers.

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(2017). Personalization in Goal-oriented Dialog. NeurIPS 2017 Conversational AI Workshop.

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