Graphs and more Complex structures for Learning and Reasoning

1. Classification of Complex Networks Using Structural Analysis of Random Graph Models (pdf), (video), (poster)

Authors: Ali Baran Tasdemir, Barkin Atasay and Lale Ozkahya

2. Factor Graph Molecule Network for Structure Elucidation (pdf), (video), (poster)

Authors: Hieu Le Trung, Yiqing Xu and Wee Sun Lee

3. DynamicGraphUCB - Personalized Recommendations on Evolving User Graphs (pdf), (video), (poster)

Authors: Lokesh Kumar and Arun Rajkumar

4. Explaining Neural Matrix Factorization with Gradient Rollback (pdf), (video)

Authors: Carolin Lawrence, Mathias Niepert and Timo Sztyler

5. Graph Signal Processing-Based Energy Modeling and Forecasting for Commercial Buildings (pdf), (video), (poster)

Authors: Yashodhan Reddy N, Naveen Kumar Thokala, Vishnu Brindavanam, Spoorthy Paresh and Girish Chandra M

6. The Role of Isomorphism Classes in Multi-Relational Datasets (video), (poster)

Authors: Vijja Wichitwechkarn, Ben Day, Cristian Bodnar, Matthew Wales and Pietro Lió

7. Fixed Priority Global Scheduling from a Deep Learning Perspective (pdf), (video), (poster)

Authors: Hyunsung Lee, Michaël Wang and Honguk Woo

8. Rank Refinement: An Algorithmic Framework with Applications to Diversity Aware Influence Maximization (pdf), (video), (poster)

Authors: Prateek Yadav and Arun Rajkumar

9. Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders (pdf), (video), (poster)

Authors: Bhushan Kotnis, Carolin Lawrence and Mathias Niepert

10. Gaussian Processes on Graphs via Spectral Kernel Learning (video), (poster)

Authors: Yin-Cong Zhi, Yin Cheng Ng and Xiaowen Dong

11. Guiding Graph Embeddings using Path-Ranking Methods for Error Detection in noisy Knowledge Graphs (pdf), (video), (poster)

Authors: Konstantinos Bougiatiotis, Romanos Fasoulis, Fotis Aisopos, Anastasios Nentidis and Georgios Paliouras

12. Regularized Spectral methods for Clustering Signed Networks (pdf), (video), (poster)

Authors: Mihai Cucuringu, Apoorv Singh, Deborah Sulem and Hemant Tyagi

13. Neural Concept Formation in Knowledge Graphs (pdf), (video), (poster)

Authors: Agnieszka Dobrowolska, Antonio Vergari and Pasquale Minervini

14. Algorithms for Handling Uncertainty in Input Graphs (video)

Authors: Sugyani Mahapatra and Manikandan Narayanan