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Number of items: 4.

Article

Amjad, J; Lyu, Z; Rodrigues, MRD; (2021) Deep learning model-aware regulatization with applications to Inverse Problems. IEEE Transactions on Signal Processing , 69 pp. 6371-6385. 10.1109/TSP.2021.3125601. Green open access
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Proceedings paper

Amjad, Jaweria; Lyu, Zhaoyan; Rodrigues, Miguel RD; (2021) Regression with Deep Neural Networks: Generalization Error Guarantees, Learning Algorithms, and Regularizers. In: 2021 29th European Signal Processing Conference (EUSIPCO). (pp. pp. 1481-1485). IEEE: Dublin, Ireland. Green open access
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Amjad, J; Sokolic, J; Rodrigues, MRD; (2018) On Deep Learning for Inverse Problems. In: 2018 26th European Signal Processing Conference (EUSIPCO). (pp. pp. 1895-1899). IEEE Green open access
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Thesis

Amjad, Jaweria; (2022) Deep Learning for Inverse Problems: Performance Characterizations, Learning Algorithms, and Applications. Doctoral thesis (Ph.D), UCL (University College London). Green open access
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