Conference Papers :
Prashanth H C and Madhav Rao. 2022. "Evolutionary Standard Cell Synthesis of Unconventional Designs," In Proceedings of the Great Lakes Symposium on VLSI 2022 (GLSVLSI '22). Association for Computing Machinery, New York, NY, USA, 189–192. https://doi.org/10.1145/3526241.3530353
Open sourced resource : https://sites.google.com/view/evosynthesis/home
Prashanth H C, Soujanya S R, Bindu G Gowda, and Madhav Rao. 2022. "Design and Evaluation of In-Exact Compressor based Approximate Multipliers," In Proceedings of the Great Lakes Symposium on VLSI 2022 (GLSVLSI '22). Association for Computing Machinery, New York, NY, USA, 431–436. https://doi.org/10.1145/3526241.3530320
Open sourced resource : https://sites.google.com/view/approxmul/home
Prashanth H C and Madhav Rao. "Improving Digital Circuit Synthesis of Complex Functions using Binary Weighted Fitness and Variable Mutation Rate in Cartesian Genetic Programming," In Proceedings of the 14th International Joint Conference on Computational Intelligence - ECTA, ISBN 978-989-758-611-8; ISSN 2184-2825, pages 112-120. DOI: 10.5220/0011539000003332
https://doi.org/10.5220/0011539000003332
Open sourced resource : https://sites.google.com/view/bwf-evar/home
Prashanth H C and Madhav Rao. “SOMALib : Library of Exact and Approximate Activation Functions for Hardware efficient Neural Network Accelerator”. ICCD 2022.
https://doi.org/10.1109/ICCD56317.2022.00114
This paper was also accepted as a poster presentation in DAC 2022.
Open sourced resource :
Mayank Kabra, Prashanth H C and Madhav Rao. Design and Evaluation of Performance-efficient SoC-on-FPGA for Cloud-based Healthcare Applications. 2022 IEEE Nordic Circuits and Systems Conference (NorCAS), 2022, pp. 1-6, doi: 10.1109/NorCAS57515.2022.9934217.
S. K. Nandigama, H. C. Prashanth and M. Rao, "Design and Evaluation of Inexact Computation based Systolic Array for Convolution," 2023 IEEE 14th Latin America Symposium on Circuits and Systems (LASCAS), Quito, Ecuador, 2023, pp. 1-4, doi: 10.1109/LASCAS56464.2023.10108234.
https://doi.org/10.1109/LASCAS56464.2023.10108234
Open sourced resource :
Prashanth H C, Sriniketh S S, Shrikrishna Hebbar, Chinmaye R and Madhav Rao. "SQRTLIB : Library of Hardware Square Root Designs," 2023 24th International Symposium on Quality Electronic Design (ISQED), San Francisco, CA, USA, 2023, pp. 1-5, doi: 10.1109/ISQED57927.2023.10129377.
https://doi.org/10.1109/ISQED57927.2023.10129377
Open sourced resource :
Bindu G Gowda, Prashanth H C and Madhav Rao. "Error Diluted Approximate Multipliers Using Positive And Negative Compressors," 2023 24th International Symposium on Quality Electronic Design (ISQED), San Francisco, CA, USA, 2023, pp. 1-7, doi: 10.1109/ISQED57927.2023.10129376.
Mayank Kabra, Prashanth H C, Kedar Deshpande and Madhav Rao. "HIE-DRAM: High Performance Efficient In-DRAM Computing Architecture for SIMD," 2023 24th International Symposium on Quality Electronic Design (ISQED), San Francisco, CA, USA, 2023, pp. 1-7, doi: 10.1109/ISQED57927.2023.10129370.
Harshita Gupta, Mayank Kabra, Nitin Patwari, Prashanth H C and Madhav Rao. "Design and Evaluation of multipliers for hardware accelerated on-chip EdDSA," 2023 24th International Symposium on Quality Electronic Design (ISQED), San Francisco, CA, USA, 2023, pp. 1-9, doi: 10.1109/ISQED57927.2023.10129381.
Mayank Kabra, Prashanth H C, Kedar Deshpande and Madhav Rao. "eDRAM-OESP: A novel performance efficient in-embedded-DRAM-compute design for on-edge signal processing application," 2023 24th International Symposium on Quality Electronic Design (ISQED), San Francisco, CA, USA, 2023, pp. 1-7, doi: 10.1109/ISQED57927.2023.10129307.
Bindu G Gowda, Prashanth H C, and Madhav Rao. "IMAC:: A Pre-Multiplier And Integrated Reduction Based Multiply-And-Accumulate Unit," lier And Integrated Reduction Based Multiply-And-Accumulate Unit. In Proceedings of the Great Lakes Symposium on VLSI 2023 (GLSVLSI '23). Association for Computing Machinery, New York, NY, USA, 503–508.
https://doi.org/10.1145/3583781.3590265
Open sourced resource : https://sites.google.com/view/integratedmac/home
Sai Karthik Nandigama, Bindu G Gowda, Prashanth H C, and Madhav Rao. "EBASA: Error Balanced Approximate Systolic Array Architecture Design ," In Proceedings of the Great Lakes Symposium on VLSI 2023 (GLSVLSI '23). Association for Computing Machinery, New York, NY, USA, 473–476.
https://doi.org/10.1145/3583781.3590296
Open Sourced resource : https://github.com/saikarthik26/EBASA
Prashanth H C, Prashanth Jonna, and Madhav Rao. "CellFlow: Automated Standard Cell Design Flow ,"
Open Sourced resource : https://sites.google.com/view/cellflow/home
Raghava S N, Prashanth H C, Bindu G Gowda, Pratyush Nandi, and Madhav Rao. "Design-Space Exploration of Multiplier Approximation in CNNs ,"
Journal Papers :
H C, P., Rao, M., Eledath, D. et al. Trainable windows for SincNet architecture.
J AUDIO SPEECH MUSIC PROC. 2023, 3 (2023).
https://doi.org/10.1186/s13636-023-00271-0
Open sourced resource :
Accepted Papers :
Submitted Journal Papers :
“A Probabilistic Approach to Design Inexact Compressors for Approximate Booth Multipliers”.
“Meta-Heuristic Optimization of Transistor Sizing in CMOS Digital Designs”. IET
“Cartesian Genetic Programming based Heuristic Circuit Evolution in ASIC Synthesis”.
Submitted Conference Papers :
“GCells: A graph-search approach to design custom cells for computational subsystems”.
“ApproxCNN: Evaluation Of CNN With Approximated Layers Using In-Exact Multipliers”.
“Benchmarking DNN Architectures on Edge Accelerators using Roofline Model”.
“Roofline Performance Analysis of DNN Architectures on CPUs and GPUs”.
“Performance Analysis of OFA-NAS ResNet Topologies on different Hardware Compute Units”.
Draft Stage / Work In progress :
Design of accelerator components, Multi objective accelerator-architecture co-design of Capsule Neural Networks.
Architecture optimization and profiling of systolic arrays for different workloads.