My PhD Thesis

Towards Learning Powerful Deep Graph Neural Networks and Embeddings. PDF

Paper To Read

Graph Attentional Autoencoder for Anticancer Hyperfood Prediction. PDF

Paper To Read

Segmented GRAPH-BERT for Graph Instance Modeling. PDF

Paper To Read

Learning Backtrackless Aligned-Spatial Graph Convolutional Networks for Graph Classification. PDF

Paper To Read

Distance Metric Learning for Graph Structured Data. PDF

Paper To Read

First and Complementary Neighborhood Combination of Adjacency Matrix for Graph Learning. PDF

Paper To Read

Tree++: Truncated Tree Based Graph Kernels. PDF

Paper To Read

Capsule Networks - A survey. PDF

Paper To Read

Graph neural networks exponentially lose expressive power for node classification. PDF

Paper To Read

Graph neural networks exponentially lose expressive power for node classification. PDF

Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning. PDF

Saurabh Verma, Zhi-Li Zhang. In ArXiv (Under Review).

Stability and Generalization of Graph Convolutional Neural Networks. PDF

Saurabh Verma, Zhi-Li Zhang. 25th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2019).

Graph Capsule Convolutional Neural Networks. PDF

Saurabh Verma, Zhi-Li Zhang. Joint ICML and IJCAI WCB Workshop 2018.

DeepCache: A Deep Learning Based Framework For Content Caching (Best Paper Award). PDF

Arvind Narayanan, Saurabh Verma, Eman Ramadan, Pariya Babaie, Zhi-Li Zhang. SIGCOMM NetAI Workshop 2018.

Mining Latent Patterns in geoMobile Data via EPIC. PDF

Saurabh Verma, Arvind Narayanan, Zhi-Li Zhang. World Wide Web (WWW) Journal 2018.

Mining Sub-Interval Relationships In Time Series Data. PDF

Saurabh Agrawal, Saurabh Verma, Gowtham Atluri, Anuj Karpatne, Stefan Liess, Angus Macdonald III, Snigdhansu Chatterjee, Vipin Kumar (arXiv 2018).

Hunt For The Unique, Stable, Sparse And Fast Feature Learning On Graphs. PDF Slides Code Supplementary Video

Saurabh Verma, Zhi-Li Zhang. In 31st Conference on Neural Information Processing Systems (NIPS 2017). (Acceptance Rate: 20.9%)

Multi-Low-Rank Approximation For Traffic Matrices. PDF Slides

Saurabh Verma, Arvind Narayanan, Zhi-Li Zhang. In 29th International Teletraffic Congress (ITC29) Conference 2017.

I Don’t Use Apple Pay Because It’s Less Secure ...: Perception of Security and Usability in Mobile Tap-and-Pay. PDF Slides

Jun Huh Ho, Saurabh Verma, Swathi Sri V Rayala, Rakesh Bobba, Konstantin Beznosov, Hyoungshick Kim. In Proceedings of the Usable Security (USEC) Conference 2017. (Acceptance Rate: 18.9%)

Stopping amplified DNS DDoS attacks through query rate sharing between DNS Resolvers. PDF Slides

Saurabh Verma, Ali Hamieh, Jun Huh Ho, Siva Raj Rajagopalan, Maciej Korczynski, Nina Fefferman. Availability, Reliability and Security (ARES), 2016 11th International Conference on. IEEE, 2016. (Acceptance Rate: 24.4%)

Most Calls are Local (but Some are Regional): Dissecting Cellular Communication Patterns. PDF Slides

Arvind Narayanan, Saurabh Verma, Zhi-Li Zhang. In Proceedings of IEEE GLOBECOM 2016.

Mining Spatial-Temporal geoMobile Data via Feature Distributional Similarity Graph. PDF

Arvind Narayanan, Saurabh Verma, Zhi-Li Zhang. In Proceedings of the Workshop on Mobile Data (MobiData'16) 2016.

Coupled Bayesian Sets Algorithm for Semi-supervised Learning and Information Extraction. PDF Slides Code

Saurabh Verma, Estevam Hruschka Jr. In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2012. (Acceptance Rate: 22.9%)