Publications
  1. Dernbach, S. and Towsley, D. Filtered Manifold Alignment Arxiv 2020. Code.
  2. Dernbach, S. Utilizing Graph-Structure for Machine Learning Doctoral Dissertation. UMass Scholarworks, 2020.
  3. Dernbach, S. and Towsley, D. Asymmetric Node Similarity Embedding for Directed Graphs Complex Networks XI. 2020.
  4. Dernbach, S., Mohseni-Kabir, A., Pal, S., Gepner, M., and Towsley, D. Quantum Walk Neural Networks with Feature Dependent Coins Applied Network Science. Special Issue of the 7th International Conference on Complex Networks and Their Applications 2019. Code.
  5. Dernbach, S. and Towsley, D. Online Graph Spectra Learning Graph Signal Processing Workshop 2019.
  6. Dernbach, S., Mohseni-Kabir, A., Pal, S., and Towsley, D. Quantum Walk Neural Networks for Graph-Structured Data Seventh International Conference on Complex Networks and Their Applications 2018.
  7. Dernbach, S., Mohseni-Kabir, A., Towsley, D., and Pal, S. Quantum Walk Neural Networks Quantum Techniques in Machine Learning 2017.
  8. Rosenbaum, C., Durugkar, I, Dernbach, S., Tiwari, A., and Mahadevan, S. Deep Reinforcement Learning with Macro-Actions. Arxiv 2016.
  9. Dernbach, S., Taft, N., Kurose, J., Weinsberg, U., Diot, C., and Ashkan, A. Cache Content-Selection Policies for Streaming Video Services IEEE Infocom 2016.
  10. Dernbach, S., Das, B., Krishnana, N. C., Thomas, B. L., and Cook, D. J. Simple and Complex Activity Recognition Through Smart Phones Intelligent Environments, 8th Inernational Conference on. 2012.
Unpublished Notes
  1. Dernbach, S. Graph Kernel Layers
  2. Dernbach, S. Directed Graph Neural Networks