Berkin Akin

33 papers A* 4A 1B 1C 1Misc 2Journal 13Unranked 11
YearRankTypeTitle / Venue / Authors
2024 J jnl
MobileNetV4 - Universal Models for the Mobile Ecosystem.
CoRR
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
2024 — conf
MobileNetV4: Universal Models for the Mobile Ecosystem.
ECCV (40)
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 G. Howard
2022 — conf
An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks.
IISWC
Kiran Seshadri, Berkin Akin, James Laudon, Ravi Narayanaswami, Amir Yazdanbakhsh
2022 — conf
Searching for Efficient Neural Architectures for On-Device ML on Edge TPUs.
CVPR Workshops
Berkin Akin, Suyog Gupta, Yun Long, Anton Spiridonov, Zhuo Wang, Marie White, Hao Xu, Ping Zhou, Yanqi Zhou
2022 J jnl
Searching for Efficient Neural Architectures for On-Device ML on Edge TPUs.
CoRR
Berkin Akin, Suyog Gupta, Yun Long, Anton Spiridonov, Zhuo Wang, Marie White, Hao Xu, Ping Zhou, Yanqi Zhou
2022 — conf
Towards the Co-design of Neural Networks and Accelerators.
MLSys
Yanqi Zhou, Xuanyi Dong, Tianjian Meng, Mingxing Tan, Berkin Akin, Daiyi Peng, Amir Yazdanbakhsh, Da Huang, Ravi Narayanaswami, James Laudon
2021 J jnl
An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks.
CoRR
Amir Yazdanbakhsh, Kiran Seshadri, Berkin Akin, James Laudon, Ravi Narayanaswami
2021 J jnl
Apollo: Transferable Architecture Exploration.
CoRR
Amir Yazdanbakhsh, Christof Angermüller, Berkin Akin, Yanqi Zhou, Albin Jones, Milad Hashemi, Kevin Swersky, Satrajit Chatterjee, Ravi Narayanaswami, James Laudon
2021 — conf
Discovering Multi-Hardware Mobile Models via Architecture Search.
CVPR Workshops
Grace Chu, Okan Arikan, Gabriel Bender, Weijun Wang, Achille Brighton, Pieter-Jan Kindermans, Hanxiao Liu, Berkin Akin, Suyog Gupta, Andrew Howard
2021 B conf
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks.
PACT
Amirali Boroumand, Saugata Ghose, Berkin Akin, Ravi Narayanaswami, Geraldo F. Oliveira, Xiaoyu Ma, Eric Shiu, Onur Mutlu
2021 J jnl
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks.
CoRR
Amirali Boroumand, Saugata Ghose, Berkin Akin, Ravi Narayanaswami, Geraldo F. Oliveira, Xiaoyu Ma, Eric Shiu, Onur Mutlu
2021 J jnl
Mitigating Edge Machine Learning Inference Bottlenecks: An Empirical Study on Accelerating Google Edge Models.
CoRR
Amirali Boroumand, Saugata Ghose, Berkin Akin, Ravi Narayanaswami, Geraldo F. Oliveira, Xiaoyu Ma, Eric Shiu, Onur Mutlu
2021 A* conf
MobileDets: Searching for Object Detection Architectures for Mobile Accelerators.
CVPR
Yunyang Xiong, Hanxiao Liu, Suyog Gupta, Berkin Akin, Gabriel Bender, Yongzhe Wang, Pieter-Jan Kindermans, Mingxing Tan, Vikas Singh, Bo Chen
2021 J jnl
Rethinking Co-design of Neural Architectures and Hardware Accelerators.
CoRR
Yanqi Zhou, Xuanyi Dong, Berkin Akin, Mingxing Tan, Daiyi Peng, Tianjian Meng, Amir Yazdanbakhsh, Da Huang, Ravi Narayanaswami, James Laudon
2020 J jnl
Accelerator-aware Neural Network Design using AutoML.
CoRR
Suyog Gupta, Berkin Akin
2020 J jnl
Discovering Multi-Hardware Mobile Models via Architecture Search.
CoRR
Grace Chu, Okan Arikan, Gabriel Bender, Weijun Wang, Achille Brighton, Pieter-Jan Kindermans, Hanxiao Liu, Berkin Akin, Suyog Gupta, Andrew Howard
2020 J jnl
MobileDets: Searching for Object Detection Architectures for Mobile Accelerators.
CoRR
Yunyang Xiong, Hanxiao Liu, Suyog Gupta, Berkin Akin, Gabriel Bender, Pieter-Jan Kindermans, Mingxing Tan, Vikas Singh, Bo Chen
2019 J jnl
A Case For Asymmetric Processing in Memory.
IEEE Comput. Archit. Lett.
Berkin Akin, Alaa R. Alameldeen
2019 — conf
Memory system characterization of deep learning workloads.
MEMSYS
Zeshan Chishti, Berkin Akin
2019 A* conf
ZCOMP: Reducing DNN Cross-Layer Memory Footprint Using Vector Extensions.
MICRO
Berkin Akin, Zeshan A. Chishti, Alaa R. Alameldeen
2018 C conf
A case for hardware-supported sub-cache line accesses.
DaMoN
Christopher Schmidt, Markus Dreseler, Berkin Akin, Amithaba Roy
2018 — conf
Dynamic fine-grained sparse memory accesses.
MEMSYS
Berkin Akin, Chiachen Chou, Jongsoo Park, Christopher J. Hughes, Rajat Agarwal
2016 J jnl
FFTs with Near-Optimal Memory Access Through Block Data Layouts: Algorithm, Architecture and Design Automation.
J. Signal Process. Syst.
Berkin Akin, Franz Franchetti, James C. Hoe
2016 J jnl
HAMLeT Architecture for Parallel Data Reorganization in Memory.
IEEE Micro
Berkin Akin, Franz Franchetti, James C. Hoe
2015 A* conf
Data reorganization in memory using 3D-stacked DRAM.
ISCA
Berkin Akin, Franz Franchetti, James C. Hoe
2015 A* conf
Enabling portable energy efficiency with memory accelerated library.
MICRO
Qi Guo, Tze Meng Low, Nikolaos Alachiotis, Berkin Akin, Larry T. Pileggi, James C. Hoe, Franz Franchetti
2014 — conf
Algorithm/hardware co-optimized SAR image reconstruction with 3D-stacked logic in memory.
HPEC
Fazle Sadi, Berkin Akin, Doru-Thom Popovici, James C. Hoe, Larry T. Pileggi, Franz Franchetti
2014 Misc conf
FFTS with near-optimal memory access through block data layouts.
ICASSP
Berkin Akin, Franz Franchetti, James C. Hoe
2014 — conf
HAMLeT: Hardware accelerated memory layout transform within 3D-stacked DRAM.
HPEC
Berkin Akin, James C. Hoe, Franz Franchetti
2014 — conf
Understanding the design space of DRAM-optimized hardware FFT accelerators.
ASAP
Berkin Akin, Franz Franchetti, James C. Hoe
2013 — conf
A 3D-stacked logic-in-memory accelerator for application-specific data intensive computing.
3DIC
Qiuling Zhu, Berkin Akin, Huseyin Ekin Sumbul, Fazle Sadi, James C. Hoe, Larry T. Pileggi, Franz Franchetti
2012 A conf
Algorithm and architecture optimization for large size two dimensional discrete fourier transform (abstract only).
FPGA
Berkin Akin, Peter A. Milder, Franz Franchetti, James C. Hoe
2012 Misc conf
Memory Bandwidth Efficient Two-Dimensional Fast Fourier Transform Algorithm and Implementation for Large Problem Sizes.
FCCM
Berkin Akin, Peter A. Milder, Franz Franchetti, James C. Hoe