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Partha Maji

Research Interests

Computer Architecture for Machine Learning


Computer Architecture ; Deep Learning ; Convolutional Neural Network ; Embedded System ; Parallel computing

Key Publications

  • Maji P., Mullins R. (2017) 1D-FALCON: Accelerating Deep Convolutional Neural Network Inference by Co-optimization of Models and Underlying Arithmetic Implementation. In: Lintas A., Rovetta S., Verschure P., Villa A. (eds) Artificial Neural Networks and Machine Learning – ICANN 2017. ICANN 2017. Lecture Notes in Computer Science, vol 10614. Springer, Cham


  • Maji, P.; Mullins, R. On the Reduction of Computational Complexity of Deep Convolutional Neural Networks. Entropy 201820, 305.


  • Maji, P., Bates, D., Chadwick, A', and Mullins, R. ADaPT: optimizing CNN inference on IoT and mobile devices using approximately separable 1-D kernels. In Proceedings of the 1st International Conference on Internet of Things and Machine Learning (IML 2017). ACM, New York, NY, USA, Article 43, 12 pages. DOI: