Berkin Akin

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 25

Top Topics

Design Automation

Wiener Filtering

Top Venues

Publications

Danfeng Qin, Chas Leichner, Manolis Delakis, Marco Fornoni, Shixin Luo, Fan Yang, Weijun Wang, Colby R. Banbury, Chengxi Ye, Berkin Akin, Vaibhav Aggarwal, Tenghui Zhu, Daniele Moro, Andrew Howard
MobileNetV4 - Universal Models for the Mobile Ecosystem. CoRR (2024)
Berkin Akin, Suyog Gupta, Yun Long, Anton Spiridonov, Zhuo Wang, Marie White, Hao Xu, Ping Zhou, Yanqi Zhou
Searching for Efficient Neural Architectures for On-Device ML on Edge TPUs. CVPR Workshops (2022)
Yanqi Zhou, Xuanyi Dong, Tianjian Meng, Mingxing Tan, Berkin Akin, Daiyi Peng, Amir Yazdanbakhsh, Da Huang, Ravi Narayanaswami, James Laudon
Towards the Co-design of Neural Networks and Accelerators. MLSys (2022)
Berkin Akin, Suyog Gupta, Yun Long, Anton Spiridonov, Zhuo Wang, Marie White, Hao Xu, Ping Zhou, Yanqi Zhou
Searching for Efficient Neural Architectures for On-Device ML on Edge TPUs. CoRR (2022)
Kiran Seshadri, Berkin Akin, James Laudon, Ravi Narayanaswami, Amir Yazdanbakhsh
An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks. IISWC (2022)
Amirali Boroumand, Saugata Ghose, Berkin Akin, Ravi Narayanaswami, Geraldo F. Oliveira, Xiaoyu Ma, Eric Shiu, Onur Mutlu
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks. CoRR (2021)
Yunyang Xiong, Hanxiao Liu, Suyog Gupta, Berkin Akin, Gabriel Bender, Yongzhe Wang, Pieter-Jan Kindermans, Mingxing Tan, Vikas Singh, Bo Chen
MobileDets: Searching for Object Detection Architectures for Mobile Accelerators. CVPR (2021)
Grace Chu, Okan Arikan, Gabriel Bender, Weijun Wang, Achille Brighton, Pieter-Jan Kindermans, Hanxiao Liu, Berkin Akin, Suyog Gupta, Andrew Howard
Discovering Multi-Hardware Mobile Models via Architecture Search. CVPR Workshops (2021)
Yanqi Zhou, Xuanyi Dong, Berkin Akin, Mingxing Tan, Daiyi Peng, Tianjian Meng, Amir Yazdanbakhsh, Da Huang, Ravi Narayanaswami, James Laudon
Rethinking Co-design of Neural Architectures and Hardware Accelerators. CoRR (2021)
Amirali Boroumand, Saugata Ghose, Berkin Akin, Ravi Narayanaswami, Geraldo F. Oliveira, Xiaoyu Ma, Eric Shiu, Onur Mutlu
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks. PACT (2021)
Amirali Boroumand, Saugata Ghose, Berkin Akin, Ravi Narayanaswami, Geraldo F. Oliveira, Xiaoyu Ma, Eric Shiu, Onur Mutlu
Mitigating Edge Machine Learning Inference Bottlenecks: An Empirical Study on Accelerating Google Edge Models. CoRR (2021)
Amir Yazdanbakhsh, Christof Angermüller, Berkin Akin, Yanqi Zhou, Albin Jones, Milad Hashemi, Kevin Swersky, Satrajit Chatterjee, Ravi Narayanaswami, James Laudon
Apollo: Transferable Architecture Exploration. CoRR (2021)
Amir Yazdanbakhsh, Kiran Seshadri, Berkin Akin, James Laudon, Ravi Narayanaswami
An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks. CoRR (2021)
Yunyang Xiong, Hanxiao Liu, Suyog Gupta, Berkin Akin, Gabriel Bender, Pieter-Jan Kindermans, Mingxing Tan, Vikas Singh, Bo Chen
MobileDets: Searching for Object Detection Architectures for Mobile Accelerators. CoRR (2020)
Suyog Gupta, Berkin Akin
Accelerator-aware Neural Network Design using AutoML. CoRR (2020)
Grace Chu, Okan Arikan, Gabriel Bender, Weijun Wang, Achille Brighton, Pieter-Jan Kindermans, Hanxiao Liu, Berkin Akin, Suyog Gupta, Andrew Howard
Discovering Multi-Hardware Mobile Models via Architecture Search. CoRR (2020)
Zeshan Chishti, Berkin Akin
Memory system characterization of deep learning workloads. MEMSYS (2019)
Berkin Akin, Zeshan A. Chishti, Alaa R. Alameldeen
ZCOMP: Reducing DNN Cross-Layer Memory Footprint Using Vector Extensions. MICRO (2019)
Berkin Akin, Alaa R. Alameldeen
A Case For Asymmetric Processing in Memory. IEEE Comput. Archit. Lett. 18 (1) (2019)
Christopher Schmidt, Markus Dreseler, Berkin Akin, Amithaba Roy
A case for hardware-supported sub-cache line accesses. DaMoN (2018)
Berkin Akin, Chiachen Chou, Jongsoo Park, Christopher J. Hughes, Rajat Agarwal
Dynamic fine-grained sparse memory accesses. MEMSYS (2018)
Berkin Akin, Franz Franchetti, James C. Hoe
FFTs with Near-Optimal Memory Access Through Block Data Layouts: Algorithm, Architecture and Design Automation. J. Signal Process. Syst. 85 (1) (2016)
Berkin Akin, Franz Franchetti, James C. Hoe
HAMLeT Architecture for Parallel Data Reorganization in Memory. IEEE Micro 36 (1) (2016)
Qi Guo, Tze Meng Low, Nikolaos Alachiotis, Berkin Akin, Larry T. Pileggi, James C. Hoe, Franz Franchetti
Enabling portable energy efficiency with memory accelerated library. MICRO (2015)
Berkin Akin, Franz Franchetti, James C. Hoe
Data reorganization in memory using 3D-stacked DRAM. ISCA (2015)
Berkin Akin, Franz Franchetti, James C. Hoe
Understanding the design space of DRAM-optimized hardware FFT accelerators. ASAP (2014)
Berkin Akin, Franz Franchetti, James C. Hoe
FFTS with near-optimal memory access through block data layouts. ICASSP (2014)
Berkin Akin, James C. Hoe, Franz Franchetti
HAMLeT: Hardware accelerated memory layout transform within 3D-stacked DRAM. HPEC (2014)
Fazle Sadi, Berkin Akin, Doru-Thom Popovici, James C. Hoe, Larry T. Pileggi, Franz Franchetti
Algorithm/hardware co-optimized SAR image reconstruction with 3D-stacked logic in memory. HPEC (2014)
Qiuling Zhu, Berkin Akin, H. Ekin Sumbul, Fazle Sadi, James C. Hoe, Larry T. Pileggi, Franz Franchetti
A 3D-stacked logic-in-memory accelerator for application-specific data intensive computing. 3DIC (2013)
Berkin Akin, Peter A. Milder, Franz Franchetti, James C. Hoe
Algorithm and architecture optimization for large size two dimensional discrete fourier transform (abstract only). FPGA (2012)
Berkin Akin, Peter A. Milder, Franz Franchetti, James C. Hoe
Memory Bandwidth Efficient Two-Dimensional Fast Fourier Transform Algorithm and Implementation for Large Problem Sizes. FCCM (2012)