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Muhammet Mustafa Ozdal
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2020 – today
- 2023
- [j23]Selcuk Gulcan, Muhammet Mustafa Ozdal, Cevdet Aykanat:
Load balanced locality-aware parallel SGD on multicore architectures for latent factor based collaborative filtering. Future Gener. Comput. Syst. 146: 207-221 (2023) - [j22]Hamzeh Ahangari, Muhammet Mustafa Ozdal, Özcan Özturk:
HLS-based High-throughput and Work-efficient Synthesizable Graph Processing Template Pipeline. ACM Trans. Embed. Comput. Syst. 22(2): 34:1-34:24 (2023) - 2022
- [c21]Dheevatsa Mudigere, Yuchen Hao, Jianyu Huang, Zhihao Jia, Andrew Tulloch, Srinivas Sridharan, Xing Liu, Mustafa Ozdal, Jade Nie, Jongsoo Park, Liang Luo, Jie Amy Yang, Leon Gao, Dmytro Ivchenko, Aarti Basant, Yuxi Hu, Jiyan Yang, Ehsan K. Ardestani, Xiaodong Wang, Rakesh Komuravelli, Ching-Hsiang Chu, Serhat Yilmaz, Huayu Li, Jiyuan Qian, Zhuobo Feng, Yinbin Ma, Junjie Yang, Ellie Wen, Hong Li, Lin Yang, Chonglin Sun, Whitney Zhao, Dimitry Melts, Krishna Dhulipala, K. R. Kishore, Tyler Graf, Assaf Eisenman, Kiran Kumar Matam, Adi Gangidi, Guoqiang Jerry Chen, Manoj Krishnan, Avinash Nayak, Krishnakumar Nair, Bharath Muthiah, Mahmoud khorashadi, Pallab Bhattacharya, Petr Lapukhov, Maxim Naumov, Ajit Mathews, Lin Qiao, Mikhail Smelyanskiy, Bill Jia, Vijay Rao:
Software-hardware co-design for fast and scalable training of deep learning recommendation models. ISCA 2022: 993-1011 - [c20]Mark Zhao, Niket Agarwal, Aarti Basant, Bugra Gedik, Satadru Pan, Mustafa Ozdal, Rakesh Komuravelli, Jerry Pan, Tianshu Bao, Haowei Lu, Sundaram Narayanan, Jack Langman, Kevin Wilfong, Harsha Rastogi, Carole-Jean Wu, Christos Kozyrakis, Parik Pol:
Understanding data storage and ingestion for large-scale deep recommendation model training: industrial product. ISCA 2022: 1042-1057 - [i4]Benjamin Ghaemmaghami, Mustafa Ozdal, Rakesh Komuravelli, Dmitriy Korchev, Dheevatsa Mudigere, Krishnakumar Nair, Maxim Naumov:
Learning to Collide: Recommendation System Model Compression with Learned Hash Functions. CoRR abs/2203.15837 (2022) - 2021
- [i3]Dheevatsa Mudigere, Yuchen Hao, Jianyu Huang, Andrew Tulloch, Srinivas Sridharan, Xing Liu, Mustafa Ozdal, Jade Nie, Jongsoo Park, Liang Luo, Jie Amy Yang, Leon Gao, Dmytro Ivchenko, Aarti Basant, Yuxi Hu, Jiyan Yang, Ehsan K. Ardestani, Xiaodong Wang, Rakesh Komuravelli, Ching-Hsiang Chu, Serhat Yilmaz, Huayu Li, Jiyuan Qian, Zhuobo Feng, Yinbin Ma, Junjie Yang, Ellie Wen, Hong Li, Lin Yang, Chonglin Sun, Whitney Zhao, Dimitry Melts, Krishna Dhulipala, K. R. Kishore, Tyler Graf, Assaf Eisenman, Kiran Kumar Matam, Adi Gangidi, Guoqiang Jerry Chen, Manoj Krishnan, Avinash Nayak, Krishnakumar Nair, Bharath Muthiah, Mahmoud khorashadi, Pallab Bhattacharya, Petr Lapukhov, Maxim Naumov, Lin Qiao, Mikhail Smelyanskiy, Bill Jia, Vijay Rao:
High-performance, Distributed Training of Large-scale Deep Learning Recommendation Models. CoRR abs/2104.05158 (2021) - [i2]Mark Zhao, Niket Agarwal, Aarti Basant, Bugra Gedik, Satadru Pan, Mustafa Ozdal, Rakesh Komuravelli, Jerry Pan, Tianshu Bao, Haowei Lu, Sundaram Narayanan, Jack Langman, Kevin Wilfong, Harsha Rastogi, Carole-Jean Wu, Christos Kozyrakis, Parik Pol:
Understanding and Co-designing the Data Ingestion Pipeline for Industry-Scale RecSys Training. CoRR abs/2108.09373 (2021) - 2020
- [i1]Maxim Naumov, John Kim, Dheevatsa Mudigere, Srinivas Sridharan, Xiaodong Wang, Whitney Zhao, Serhat Yilmaz, Changkyu Kim, Hector Yuen, Mustafa Ozdal, Krishnakumar Nair, Isabel Gao, Bor-Yiing Su, Jiyan Yang, Mikhail Smelyanskiy:
Deep Learning Training in Facebook Data Centers: Design of Scale-up and Scale-out Systems. CoRR abs/2003.09518 (2020)
2010 – 2019
- 2019
- [j21]Muhammet Mustafa Ozdal:
Improving Efficiency of Parallel Vertex-Centric Algorithms for Irregular Graphs. IEEE Trans. Parallel Distributed Syst. 30(10): 2265-2282 (2019) - [c19]Muhammet Mustafa Ozdal:
Improving Programmability and Efficiency of Large-Scale Graph Analytics for FPGA Platforms. ISPD 2019: 39 - 2018
- [j20]Mustafa Ozdal, Gi-Joon Nam, Debbie Marr:
Guest Editors' Introduction: Hardware Accelerators for Data Centers. IEEE Des. Test 35(1): 5-6 (2018) - [j19]Muhammet Mustafa Ozdal:
Emerging Accelerator Platforms for Data Centers. IEEE Des. Test 35(1): 47-54 (2018) - [j18]Andrey Ayupov, Serif Yesil, Muhammet Mustafa Ozdal, Taemin Kim, Steven M. Burns, Ozcan Ozturk:
A Template-Based Design Methodology for Graph-Parallel Hardware Accelerators. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 37(2): 420-430 (2018) - [j17]Chris Chu, Mustafa Ozdal:
Introduction to the Special Section on Advances in Physical Design Automation. ACM Trans. Design Autom. Electr. Syst. 23(4): 41:1-41:2 (2018) - 2017
- [j16]Muhammet Mustafa Ozdal, Serif Yesil, Taemin Kim, Andrey Ayupov, John Greth, Steven M. Burns, Ozcan Ozturk:
Graph Analytics Accelerators for Cognitive Systems. IEEE Micro 37(1): 42-51 (2017) - [e2]Mustafa Ozdal, Chris Chu:
Proceedings of the 2017 ACM on International Symposium on Physical Design, ISDP 2017, Portland, OR, USA, March 19-22, 2017. ACM 2017, ISBN 978-1-4503-4696-2 [contents] - 2016
- [c18]Muhammet Mustafa Ozdal, Serif Yesil, Taemin Kim, Andrey Ayupov, John Greth, Steven M. Burns, Özcan Özturk:
Energy Efficient Architecture for Graph Analytics Accelerators. ISCA 2016: 166-177 - [e1]Evangeline F. Y. Young, Mustafa Ozdal:
Proceedings of the 2016 on International Symposium on Physical Design, ISPD 2016, Santa Rosa, CA, USA, April 3-6, 2016. ACM 2016, ISBN 978-1-4503-4039-7 [contents] - 2015
- [j15]Muhammet Mustafa Ozdal, Aamer Jaleel, Paolo Narváez, Steven M. Burns, Ganapati Srinivasa:
Wavelet-Based Trace Alignment Algorithms for Heterogeneous Architectures. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 34(3): 381-394 (2015) - [j14]Azadeh Davoodi, Jiang Hu, Muhammet Mustafa Ozdal, Cliff C. N. Sze:
Guest Editorial: Special Section on Physical Design Techniques for Advanced Technology Nodes. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 34(4): 501 (2015) - [j13]R. Oguz Selvitopi, Muhammet Mustafa Ozdal, Cevdet Aykanat:
A Novel Method for Scaling Iterative Solvers: Avoiding Latency Overhead of Parallel Sparse-Matrix Vector Multiplies. IEEE Trans. Parallel Distributed Syst. 26(3): 632-645 (2015) - [c17]Muhammet Mustafa Ozdal, Serif Yesil, Taemin Kim, Andrey Ayupov, Steven M. Burns, Ozcan Ozturk:
Architectural Requirements for Energy Efficient Execution of Graph Analytics Applications. ICCAD 2015: 676-681 - [c16]Serif Yesil, Muhammet Mustafa Ozdal, Taemin Kim, Andrey Ayupov, Steven M. Burns, Ozcan Ozturk:
Hardware Accelerator Design for Data Centers. ICCAD 2015: 770-775 - 2014
- [j12]Muhammet Mustafa Ozdal, Renato Fernandes Hentschke:
Algorithms for Maze Routing With Exact Matching Constraints. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 33(1): 101-112 (2014) - 2013
- [c15]Muhammet Mustafa Ozdal, Aamer Jaleel, Paolo Narváez, Steven M. Burns, Ganapati Srinivasa:
Trace alignment algorithms for offline workload analysis of heterogeneous architectures. ICCAD 2013: 654-661 - [c14]Muhammet Mustafa Ozdal, Chirayu Amin, Andrey Ayupov, Steven M. Burns, Gustavo R. Wilke, Cheng Zhuo:
An improved benchmark suite for the ISPD-2013 discrete cell sizing contest. ISPD 2013: 168-170 - 2012
- [j11]Muhammet Mustafa Ozdal, Steven M. Burns, Jiang Hu:
Algorithms for Gate Sizing and Device Parameter Selection for High-Performance Designs. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 31(10): 1558-1571 (2012) - [c13]Muhammet Mustafa Ozdal, Renato Fernandes Hentschke:
Maze routing algorithms with exact matching constraints for analog and mixed signal designs. ICCAD 2012: 130-136 - [c12]Muhammet Mustafa Ozdal, Chirayu Amin, Andrey Ayupov, Steven M. Burns, Gustavo R. Wilke, Cheng Zhuo:
The ISPD-2012 discrete cell sizing contest and benchmark suite. ISPD 2012: 161-164 - 2011
- [j10]Muhammet Mustafa Ozdal, Renato Fernandes Hentschke:
An Algorithmic Study of Exact Route Matching for Integrated Circuits. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 30(12): 1842-1855 (2011) - [c11]Muhammet Mustafa Ozdal, Steven M. Burns, Jiang Hu:
Gate sizing and device technology selection algorithms for high-performance industrial designs. ICCAD 2011: 724-731
2000 – 2009
- 2009
- [j9]Muhammet Mustafa Ozdal:
Detailed-Routing Algorithms for Dense Pin Clusters in Integrated Circuits. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 28(3): 340-349 (2009) - [j8]Muhammet Mustafa Ozdal, Martin D. F. Wong:
Archer: A History-Based Global Routing Algorithm. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 28(4): 528-540 (2009) - [c10]Muhammet Mustafa Ozdal, Renato Fernandes Hentschke:
Exact route matching algorithms for analog and mixed signal integrated circuits. ICCAD 2009: 231-238 - 2008
- [j7]Muhammet Mustafa Ozdal, Martin D. F. Wong, Philip S. Honsinger:
Simultaneous Escape-Routing Algorithms for Via Minimization of High-Speed Boards. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 27(1): 84-95 (2008) - [j6]Muhammet Mustafa Ozdal, Martin D. F. Wong, Philip S. Honsinger:
Optimal routing algorithms for rectilinear pin clusters in high-density multichip modules. ACM Trans. Design Autom. Electr. Syst. 13(4): 68:1-68:20 (2008) - [r1]Muhammet Mustafa Ozdal, Martin D. F. Wong:
Global Routing Formulation and Maze Routing. Handbook of Algorithms for Physical Design Automation 2008 - 2007
- [c9]Muhammet Mustafa Ozdal:
Escape Routing For Dense Pin Clusters In Integrated Circuits. DAC 2007: 49-54 - [c8]Hui Kong, Tan Yan, Martin D. F. Wong, Muhammet Mustafa Ozdal:
Optimal bus sequencing for escape routing in dense PCBs. ICCAD 2007: 390-395 - [c7]Muhammet Mustafa Ozdal, Martin D. F. Wong:
Archer: a history-driven global routing algorithm. ICCAD 2007: 488-495 - 2006
- [j5]Muhammet Mustafa Ozdal, Martin D. F. Wong:
Algorithmic study of single-layer bus routing for high-speed boards. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 25(3): 490-503 (2006) - [j4]Muhammet Mustafa Ozdal, Martin D. F. Wong:
Algorithms for simultaneous escape routing and Layer assignment of dense PCBs. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 25(8): 1510-1522 (2006) - [j3]Muhammet Mustafa Ozdal, Martin D. F. Wong:
A Length-Matching Routing Algorithm for High-Performance Printed Circuit Boards. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 25(12): 2784-2794 (2006) - [j2]Muhammet Mustafa Ozdal, Martin D. F. Wong:
Two-layer bus routing for high-speed printed circuit boards. ACM Trans. Design Autom. Electr. Syst. 11(1): 213-227 (2006) - 2005
- [b1]Muhammet Mustafa Ozdal:
Routing Algorithms for High-Performance VLSI Packaging. University of Illinois Urbana-Champaign, USA, 2005 - [c6]Muhammet Mustafa Ozdal, Martin D. F. Wong, Philip S. Honsinger:
An escape routing framework for dense boards with high-speed design constraints. ICCAD 2005: 759-766 - [c5]Muhammet Mustafa Ozdal, Martin D. F. Wong, Philip S. Honsinger:
Optimal routing algorithms for pin clusters in high-density multichip modules. ICCAD 2005: 767-774 - 2004
- [j1]Muhammet Mustafa Ozdal, Cevdet Aykanat:
Hypergraph Models and Algorithms for Data-Pattern-Based Clustering. Data Min. Knowl. Discov. 9(1): 29-57 (2004) - [c4]Muhammet Mustafa Ozdal, Martin D. F. Wong:
Simultaneous escape routing and layer assignment for dense PCBs. ICCAD 2004: 822-829 - [c3]Muhammet Mustafa Ozdal, Martin D. F. Wong:
A provably good algorithm for high performance bus routing. ICCAD 2004: 830-837 - [c2]Muhammet Mustafa Ozdal, Martin D. F. Wong:
A Two-Layer Bus Routing Algorithm for High-Speed Boards. ICCD 2004: 99-105 - 2003
- [c1]Muhammet Mustafa Ozdal, Martin D. F. Wong:
Length-Matching Routing for High-Speed Printed Circuit Boards. ICCAD 2003: 394-400
Coauthor Index
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