Selected Publications

Model-agnostic Methods for Text Classification with Inherent Noise 

Kshitij Tayal, Rahul Ghosh, Vipin Kumar

International Conference on Computational Linguistics (COLING, 2020) (Oral)

[pdf] [code] [bib] [slides] [Video]

Regularized Graph Convolutional Networks for Short Text Classification 

Kshitij Tayal, Nikhil Rao, Saurabh Agarwal, Xiaowei Jia, Karthik Subbian, Vipin Kumar

International Conference on Computational Linguistics (COLING, 2020) (Oral)

[pdf] [code] [bib] [slides] [Video]

Unlocking Inverse Problems Using Deep Learning: Breaking Symmetries in Phase Retrieval

Kshitij Tayal, Chieh-Hsin Lai, Raunak Manekar, Zhong Zhuang, Vipin Kumar, Ju Sun

NIPS workshop on Deep Learning and Inverse Problems 2020

[pdf] [code] [bib][poster]

Deep Learning Initialized Phase Retrieval

Raunak Manekar, Zhong Zhuang, Kshitij Tayal, Vipin Kumar, Ju Sun

NIPS workshop on Deep Learning and Inverse Problems 2020

[pdf] [code] [bib][poster]

 

Inverse Problems, Deep Learning, and Symmetry Breaking

Kshitij Tayal, Chieh-Hsin Lai, Vipin Kumar, Ju Sun

ICML workshop on ML Interpretability for Scientific Discovery 2020

[pdf] [code] [bib]

End-to-End Learning for Phase Retrieval

Raunak Manekar, Kshitij Tayal, Vipin Kumar, Ju Sun

ICML workshop on ML Interpretability for Scientific Discovery 2020

[pdf] [code] [bib]

 

Short Text Classification using Graph Convolutional Network

Kshitij Tayal, Nikhil Rao, Saurabh Agarwal, Karthik Subbian

NIPS workshop on Graph Representation Learning 2019

[pdf] [code] [bib]

An Intelligent Interface for Integrating Climate, Hydrology, Agriculture, and Socioeconomic Models

Daniel Garojo et al., Kshitij Tayal, Ankush Khandelwal, Vipin Kumar

International Conference on Intelligent User Interfaces (IUI, 2019)

[pdf] [code] [bib]

Sequence Alignment on Directed Graphs

Kavya Vaddadi, Kshitij Tayal, Rajgopal Srinivasan, Naveen Sivadasan

Journal of Computational Biology (JCB, 2019)

[pdf] [supplementary][code] [bibRECOMB Best Poster Award 2017

Cognitive-Biometric Recognition From Language Usage: A Feasibility Study

Neeti Pokhriyal, Kshitij Tayal, Ifeoma Nwogu, Venu Govindaraju

IEEE Transactions on Information Forensics and Security (TIFS, 2017)

[pdf] [code] [bib]