Cecilia De la Parra

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 13

Top Topics

Clonal Selection Algorithm

Error Compensation

Top Venues

Publications

Nellie Laleni, Taha Soliman, Cecilia De la Parra, Franz Müller, Tobias Kirchner, Andre Guntoro, Thomas Kämpfe, Norbert Wehn, T. Jang
Torwards Variability Immune Scalable FeFET-based Macros for IMC DNN Accelerators. ICECS (2023)
Taha Soliman, Amro Eldebiky, Cecilia De la Parra, Andre Guntoro, Norbert Wehn
Efficient Hardware Approximation for Bit-Decomposition Based Deep Neural Network Accelerators. SOCC (2022)
Cecilia De la Parra, Taha Soliman, Andre Guntoro, Akash Kumar, Norbert Wehn
Increasing Throughput of In-Memory DNN Accelerators by Flexible Layerwise DNN Approximation. IEEE Micro 42 (6) (2022)
Cecilia De la Parra, Andre Guntoro, Akash Kumar
Efficient Accuracy Recovery in Approximate Neural Networks by Systematic Error Modelling. ASP-DAC (2021)
Chirag Sudarshan, Taha Soliman, Cecilia De la Parra, Christian Weis, Leonardo Ecco, Matthias Jung, Norbert Wehn, Andre Guntoro
A Novel DRAM-Based Process-in-Memory Architecture and its Implementation for CNNs. ASP-DAC (2021)
Taha Soliman, Cecilia De la Parra, Andre Guntoro, Norbert Wehn
Adaptable Approximation Based on Bit Decomposition for Deep Neural Network Accelerators. AICAS (2021)
Cecilia De la Parra, Ahmed El-Yamany, Taha Soliman, Akash Kumar, Norbert Wehn, Andre Guntoro
Exploiting Resiliency for Kernel-Wise CNN Approximation Enabled by Adaptive Hardware Design. ISCAS (2021)
Cecilia De la Parra, Xuyi Wu, Andre Guntoro, Akash Kumar
Knowledge Distillation and Gradient Estimation for Active Error Compensation in Approximate Neural Networks. DATE (2021)
Cecilia De la Parra, Andre Guntoro, Akash Kumar
Improving approximate neural networks for perception tasks through specialized optimization. Future Gener. Comput. Syst. 113 (2020)
Cecilia De la Parra, Andre Guntoro, Akash Kumar
Full Approximation of Deep Neural Networks through Efficient Optimization. ISCAS (2020)
Andre Guntoro, Cecilia De la Parra, Farhad Merchant, Florent de Dinechin, John L. Gustafson, Martin Langhammer, Rainer Leupers, Sangeeth Nambiar
Next Generation Arithmetic for Edge Computing. DATE (2020)
Taha Soliman, Ricardo Olivo, Tobias Kirchner, Cecilia De la Parra, Maximilian Lederer, Thomas Kämpfe, Andre Guntoro, Norbert Wehn
Efficient FeFET Crossbar Accelerator for Binary Neural Networks. ASAP (2020)
Cecilia De la Parra, Andre Guntoro, Akash Kumar
ProxSim: GPU-based Simulation Framework for Cross-Layer Approximate DNN Optimization. DATE (2020)