LogicNets: Co-designed neural networks and circuits for extreme-throughput applications Y Umuroglu, Y Akhauri, NJ Fraser, M Blott 2020 30th International Conference on Field-Programmable Logic and …, 2020 | 95 | 2020 |
Enabling nas with automated super-network generation JP Muñoz, N Lyalyushkin, Y Akhauri, A Senina, A Kozlov, N Jain arXiv preprint arXiv:2112.10878, 2021 | 11 | 2021 |
Hadanets: Flexible quantization strategies for neural networks Y Akhauri Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2019 | 9 | 2019 |
Eznas: Evolving zero-cost proxies for neural architecture scoring Y Akhauri, J Munoz, N Jain, R Iyer Advances in Neural Information Processing Systems 35, 30459-30470, 2022 | 7 | 2022 |
High-throughput dnn inference with logicnets Y Umuroglu, Y Akhauri, NJ Fraser, M Blott 2020 IEEE 28th Annual International Symposium on Field-Programmable Custom …, 2020 | 7 | 2020 |
Multi-Predict: Few Shot Predictors For Efficient Neural Architecture Search Y Akhauri, MS Abdelfattah arXiv preprint arXiv:2306.02459, 2023 | 2 | 2023 |
Apparatus, articles of manufacture, and methods for composable machine learning compute nodes E Nurvitadhi, R Poornachandran, A Davare, N Jain, C Lacewell, ... US Patent App. 17/558,284, 2022 | 2 | 2022 |
Methods and apparatus to perform weight and activation compression and decompression N Jain, M Adelman, R Sade, R Iyer, R Poornachandran, Y Akhauri US Patent App. 17/483,693, 2022 | 2 | 2022 |
Rhnas: Realizable hardware and neural architecture search Y Akhauri, A Niranjan, JP Muñoz, S Banerjee, A Davare, P Cocchini, ... arXiv preprint arXiv:2106.09180, 2021 | 2 | 2021 |
Radial Networks: Dynamic Layer Routing for High-Performance Large Language Models J Dotzel, Y Akhauri, AS AbouElhamayed, C Jiang, M Abdelfattah, Z Zhang arXiv preprint arXiv:2404.04900, 2024 | | 2024 |
On Latency Predictors for Neural Architecture Search Y Akhauri, MS Abdelfattah arXiv preprint arXiv:2403.02446, 2024 | | 2024 |
Encodings for Prediction-based Neural Architecture Search Y Akhauri, MS Abdelfattah arXiv preprint arXiv:2403.02484, 2024 | | 2024 |
Apparatuses, methods, and systems for instructions for structured-sparse tile matrix fma M Adelman, R Valentine, D Baum, A Gradstein, S Rubanovich, R Shemy, ... US Patent App. 17/485,363, 2023 | | 2023 |
Two-stage decompression pipeline for non-uniform quantized neural network inference on reconfigurable hardware Y Akhauri, N Jain, P Cocchini, E Nurvitadhi US Patent App. 17/836,523, 2022 | | 2022 |
System for universal hardware-neural network architecture search (co-design) Y Akhauri, N Jain, JPM Chiabrando, AM Niranjan US Patent App. 17/552,955, 2022 | | 2022 |
A Genetic Programming Approach To Zero-Shot Neural Architecture Ranking Y Akhauri, JP Munoz, R Iyer, N Jain Advances in Programming Languages and Neurosymbolic Systems Workshop, 2021 | | 2021 |
Exposing Hardware Building Blocks to Machine Learning Frameworks Y Akhauri Birla Institute of Technology and Science, 2019 | | 2019 |