Representative publications and Research areas
Representative publications and Research areas
1. Dynamic machine learning orchestration in distributed systems
(i) C. Singhal, Y. Wu, F. Malandrino, M. Levorato and C. F. Chiasserini, "Distributing Inference Tasks over Interconnected Systems through Dynamic DNNs," accepted in IEEE/ACM Transactions on Networking 2025.
(ii) C. Singhal, Y. Wu, F. Malandrino, M. Levorato and C. F. Chiasserini, "Resource-aware Deployment of Dynamic DNNs over Multi-tiered Interconnected Systems," IEEE INFOCOM 2024 - IEEE Conference on Computer Communications, Vancouver, BC, Canada, 2024, pp. 1621-1630, doi: 10.1109/INFOCOM52122.2024.10621218.
(iii) C. Singhal, Y. Wu, F. Malandrino, S. L. G. Contreras, M. Levorato, and C. F. Chiasserini, "Resource-Efficient Sensor Fusion via System-Wide Dynamic Gated Neural Networks," IEEE SECON, 2024.
2. Enhanced Multimedia Streaming
(i) C. Singhal, S. De, R. Trestian and G. -M. Muntean, "eWU-TV: User-Centric Energy-Efficient Digital TV Broadcast Over Wi-Fi Networks," in IEEE Transactions on Broadcasting, vol. 61, no. 1, pp. 39-55, March 2015, doi: 10.1109/TBC.2014.2380891.
(ii) M. Ghosh and C. Singhal, "Resource-aware Deployment of Dynamic DNNs over Multi-tiered Interconnected Systems," Computer Communications, 2024, pp. 108011 , doi: 10.1016/j.comcom.2024.108011.
(iii) C. Singhal, S. Rafiei and K. Brunnström, "Real-time Live-Video Streaming in Delay-Critical Application: Remote-Controlled Moving Platform," 2023 IEEE 98th Vehicular Technology Conference (VTC2023-Fall), Hong Kong, Hong Kong, 2023, pp. 1-7, doi: 10.1109/VTC2023-Fall60731.2023.10333522.
(iv) C. Singhal, S. De, R. Trestian and G. -M. Muntean, "Joint Optimization of User-Experience and Energy-Efficiency in Wireless Multimedia Broadcast," in IEEE Transactions on Mobile Computing, vol. 13, no. 7, pp. 1522-1535, July 2014, doi: 10.1109/TMC.2013.138.