Victor Manuel Tenorio

PhD Student in King Juan Carlos University, Madrid. Graph Neural Networks is my main area of research.

© 2025. All rights reserved.

Publications

Journal Papers

  1. V. M. Tenorio and A. G. Marques, ``Exploiting the Structure of Two Graphs with Graph Neural Networks’’, (submitted). https://arxiv.org/abs/2411.05119
  2. S. Rey, V. M. Tenorio, and A. G. Marques, “Robust Graph Filter Identification and Graph Denoising From Signal Observations”, in IEEE Transactions on Signal Processing, vol. 71, pp. 3651-3666, 2023, doi: 10.1109/TSP.2023.3300632.. https://arxiv.org/abs/2210.08488

Conference papers

  1. V. M. Tenorio, E. Isufi, G. Leus and A. G. Marques, “Tracking Network Dynamics using Probabilistic State-Space Models”, Proc. of IEEE Intl. Conf. on Acoustics, Speech and Signal Process., Hyderabad, India, 6-11 April 2025. https://arxiv.org/abs/2409.08238v1
  2. S. Rey, M. Navarro, V. M. Tenorio, S. Segarra and A. G. Marques, “Redesigning graph filter-based GNNs to relax the homophily assumption”, Proc. of IEEE Intl. Conf. on Acoustics, Speech and Signal Process., Hyderabad, India, 6-11 April 2025. https://arxiv.org/abs/2409.08676
  3. L. Jiang, Q. Xiao, V. M. Tenorio, F. Real-Rojas, A. G. Marques and T. Chen, “A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled Constraints”, Thirty-Eighth Annual Conference on Neural Information Processing Systems NeurIPS 2024, Vancouver, Canada, 10-15 Dec 2024. https://arxiv.org/abs/2406.10148
  4. V. M. Tenorio, M. Navarro, S. Rey, S. Segarra and A. G. Marques, “Structure-Guided Input Graph for GNNs facing Heterophily”, Proc. of the 2024 Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, Oct. 27-30, 2025. https://arxiv.org/abs/2412.01757
  5. P. Singh, F. Real-Rojas, V. Vaze and V. M. Tenorio, “Transportation Network Design Under Passenger Choice”, Proc. of the 2024 Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, Oct. 27-30, 2024.
  6. F. Real-Rojas, V. M. Tenorio, L.Cadarso and A. G. Marques, “A convex design for transportation networks based on sparsity and the Legendre transform”, Proc. of the 2024 Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, Oct. 27-30, 2024.
  7. V. M. Tenorio, M. Navarro, S. Segarra and A. G. Marques, “Recovering Missing Node Features with Local Structure-based Embeddings”, Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, Seoul, South Korea, 14-19 April 2024. https://arxiv.org/abs/2309.09068
  8. V. M. Tenorio, S. Rey and A. G. Marques, “Blind Deconvolution of Sparse Graph Signals in the Presence of Perturbations”, Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, Seoul, South Korea, 14-19 April 2024. https://arxiv.org/abs/2309.09063
  9. V. M. Tenorio, S. Rey and A. G. Marques, “Robust Graph Neural Network based on Graph Denoising”, Proceedings of the 2023 Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, US, 29 October - November 1, 2023. https://arxiv.org/abs/2312.06557
  10. V. M. Tenorio, S. Rey, F. Gama, S. Segarra, and A. G. Marques, “A robust alternative for graph convolutional neural networks via graph neighborhood filters”, Proc. of 55th Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, Oct. 31- Nov. 3, 2021. https://arxiv.org/abs/2110.00844
  11. S. Rozada, V. M. Tenorio, and A. G. Marques, “Low-rank State-action Value-function Approximation”, 29th European Signal Processing Conference (EUSIPCO) Dublin, Ireland, Aug. 23-27, 2021. https://arxiv.org/abs/2104.08805
  12. V. M. Tenorio, A. G. Marques, L. Cadarso, “Signal Processing and Machine Learning for Air Traffic Delay Prediction”, XIV Conference on Transport Engineering (CIT) Burgos, Spain, Jul. 6-8, 2021. Best Student Paper Award.
  13. S. Rey, V. M. Tenorio, S. Rozada, L. Martino, and A. G. Marques, “Overparametrized Deep Encoder-Decoder Schemes for Inputs and Outputs Defined over Graphs”, 28th European Signal Processing Conference (EUSIPCO), 855-59. Amsterdam, Netherlands, Jan. 18-22, 2021.
  14. S. Rey, V. M. Tenorio, S. Rozada, L. Martino, and A. G. Marques, “Deep Encoder-Decoder Architectures for Graph Output Signals”, Proc. of 53rd Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, Nov. 3-6, 2019.