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ACM Transactions on

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Improving Loop Dependence Analysis

Programmers can no longer depend on new processors to have significantly improved single-thread performance. Instead, gains have to come from other sources such as the compiler and its optimization passes. Advanced passes make use of information on the dependencies related to loops. We improve the quality of that information by reusing the... (more)

Iterative Schedule Optimization for Parallelization in the Polyhedron Model

The polyhedron model is a powerful model to identify and apply systematically loop transformations that improve data locality (e.g., via tiling) and... (more)

Providing Predictable Performance via a Slowdown Estimation Model

Interapplication interference at shared main memory slows down different applications differently. A few slowdown estimation models have been proposed... (more)

Programming Heterogeneous Systems from an Image Processing DSL

Specialized image processing accelerators are necessary to deliver the performance and energy efficiency required by important applications in... (more)

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About TACO

The ACM Transactions on Architecture and Code Optimization focuses on hardware, software, and systems research spanning the fields of computer architecture and code optimization. Articles that appear in TACO present new techniques and concepts or report on experiences and experiments with actual systems. Insights useful to computer architects, hardware or software developers, system designers and tool builders are emphasized.

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Cache Exclusivity and Sharing: Theory and Optimization

A problem on multicore systems is cache sharing, where the cache occupancy of a program depends on the cache usage of peer programs. Exclusive cache hierarchy as used on AMD processors is an effective solution to allow processor cores to have large private cache while still benefit from shared cache. The shared cache stores the victims, i.e. data evicted from private caches. The performance depends on how victims of co-run programs interact in shared cache.

SWITCHES: A Lightweight Runtime for Data-flow Execution of Tasks on Many-cores

SWITCHES is a task-based Data-flow runtime that implements a lightweight distributed triggering system for runtime dependency resolution, and uses static scheduling and compile-time assignment policies to reduce runtime overheads. Unlike other systems, the granularity of loop-tasks can be increased as to favor data-locality, even when having dependencies across different loops. SWITCHES introduces explicit resource allocation mechanisms for tasks to improve system utilization and adopts the latest OpenMP API, as to maintain high-levels of programming productivity. It provides a source-to-source tool that automatically produces thread-based code. Results on an Intel Xeon-Phi show an average of 32% performance increase compared to OpenMP.

Extending Halide to Improve Software Development for Imaging DSPs

Specialized Digital Signal Processors (DSPs) play an important role in power-efficient, high-performance image processing. However, developing applications for DSPs is more time-consuming and error-prone than for general-purpose processors. Halide is a domain-specific language (DSL) which enables low-effort development of portable, high-performance imaging pipelines. We propose a set of extensions to Halide to support DSPs in combination with arbitrary C compilers, including a template solution to support scratchpad memories. Using a commercial DSP, we demonstrate that this solution can achieve performance within 20% of highly tuned C code, while leading to a reduction in development time and code complexity.

Cooperative Multi-Agent Reinforcement Learning based Co-optimization of Cores, Caches, and On-chip Network

Modern multi-core systems require efficient multiple resource allocation for optimal system EDP. Choosing between multiple optimizations at runtime is complex due to the non-additive effects. We present a novel method, Machine Learned Machines (MLM), by using Online Reinforcement Learning (RL) to perform dynamic partitioning of the LLC, along with DVFS of the core and uncore. We show that the co-optimization results in much lower system EDP than any of the techniques applied individually. The results show an average of 20.77% and 23.63% system EDP improvement on a 4-core and 16-core system respectively with limited degradation of Throughput and Fairness.

MATOG: Array Layout Auto-Tuning for CUDA

Optimal code performance is one of the most important objective in compute intensive applications. In many of these applications, GPUs are used because of their high amount of compute power. However, caused by their massively parallel architecture the code has to be specifically adjusted to the underlying hardware to achieve optimal performance and therefore has to be reoptimized for each new generation. In this paper we give an unified description of the MATOG auto-tuner, its previously published components and a series of conceptual and implementation improvements. MATOG optimizes the array access in CUDA applications, independent of their application domain.

MiCOMP: Mitigating the Compiler Phase-ordering Problem using Optimization Sub-sequences and Machine Learning

This paper proposes MiCOMP: Mitigating the Compiler Phase-ordering problem using optimization sub- sequences and machine learning, an autotuning framework to effectively mitigate the compiler phase- ordering problem based on machine-learning techniques. The idea is to cluster the optimization passes of the LLVMs O3 setting into different clusters to predict the speedup of the complete-sequence of all the optimization clusters instead of having to face more than 60 different individual optimization passes. The predictive model uses (i) a platform-independent dynamic features, (ii) an encoded version of the compiler sequence and (iii) an exploration heuristic to tackle the problem.

An architecture for integrated near-data processors

To increase the performance of data-intensive applications, we present an extension to a CPU architecture which enables arbitrary near-data processing capabilities close to the main memory. This is realized by introducing a component attached to the CPU system-bus, and a component at the memory side, which together support the hardware-managed integration of near-data processing. We present an implementation of the components, as well as a system-simulator, providing detailed performance estimations. Synthetic benchmarks and the Graph500 benchmark show high inter-NDP communication bandwidths, small overhead for the proposed coherence mechanisms, and the ability to outperform a real CPU by a factor two.

Bringing Parallel Patterns out of the Corner: the P3 ARSEC Benchmark Suite

In this paper we demonstrate that pattern-based parallel programming approach is flexible enough to parallelize 12 out of 13 PARSEC applications. Our analysis, conducted on three different multi-core architectures, demonstrates that pattern-based parallel programming has reached a good level of maturity, providing comparable results in terms of performance with respect to both other parallel programming methodologies based on pragma-based annotations (i.e. openmp and ompss) and native implementations (i.e. pthreads). Regarding the programming effort, we also demonstrate a considerable improvement compared to pthreads and comparable results on other existing implementations.

HAP: Hybrid-memory-Aware Partition in Shared Last-Level Cache

Data-center servers benefit from large-capacity memory systems to run multiple processes simultaneously. Hybrid DRAM-NVM memory is attractive for increasing memory capacity by exploiting the scalability of NVM. However, current LLC policies are unaware of hybrid memory. Cache misses to NVM introduce high cost due to long NVM latency. Moreover, evicting dirty NVM data suffers from long write latency. We propose hybrid memory aware cache partitioning to dynamically adjust cache spaces and give NVM dirty data more chances to reside in LLC. Experimental results show HAP improves performance by 46.7% and reduces energy consumption by 21.9% on average against LRU management.

Efficient Generation of Compact Execution Traces for Multi-Core Architectural Simulations

Unlike execution-based simulations, trace-driven simulation can enable fast simulation of multi-core architectures. An efficient, on-the-fly high-fidelity trace generation method for multi-threaded applications is reported. The generated trace, not exceeding double the size of the original executable code, is encoded in architecture-agnostic, instruction-like binary format that can be interpreted by a timing simulator. A complete tool suite that has been developed and used for evaluation of the proposed method showed that it produces smaller traces over existing trace compression methods while retaining maximum fidelity including all threading and synchronization related events.

Toward kilo-instruction processors

IATAC: a smart predictor to turn-off L2 cache lines

Software-controlled fault tolerance

Power-performance considerations of parallel computing on chip multiprocessors

Virtual machine showdown: Stack versus registers

Polyhedral parallel code generation for CUDA

Temperature-aware microarchitecture: Modeling and implementation

Design of the Java HotSpot™ client compiler for Java 6

An analysis of on-chip interconnection networks for large-scale chip multiprocessors

The McPAT Framework for Multicore and Manycore Architectures: Simultaneously Modeling Power, Area, and Timing

Bibliometrics

Publication Years 2004-2017
Publication Count 530
Citation Count 2098
Available for Download 530
Downloads (6 weeks) 1931
Downloads (12 Months) 25974
Downloads (cumulative) 213259
Average downloads per article 402
Average citations per article 4
First Name Last Name Award
Sarita Adve ACM Fellows (2010)
Iris Bahar ACM Distinguished Member (2012)
Laxmi N Bhuyan ACM Fellows (2000)
Douglas C Burger ACM Fellows (2010)
ACM Distinguished Member (2008)
ACM Senior Member (2006)
Martin Burtscher ACM Distinguished Member (2014)
ACM Senior Member (2006)
John B Carter ACM Senior Member (2015)
Jason Cong ACM Fellows (2008)
William J Dally ACM-IEEE CS Eckert-Mauchly Award (2010)
ACM Fellows (2002)
Jack Davidson ACM Fellows (2008)
Bronis R. De Supinski ACM Senior Member (2016)
ACM Gordon Bell Prize (2006)
Srinivas Devadas ACM Fellows (2014)
Michel Dubois ACM Fellows (2005)
Nikil D. Dutt ACM Fellows (2014)
ACM Distinguished Member (2007)
Joel Emer ACM-IEEE CS Eckert-Mauchly Award (2009)
ACM Fellows (2004)
Michael Franz ACM Fellows (2015)
ACM Distinguished Member (2006)
Guang Gao ACM Fellows (2007)
Phillip B Gibbons ACM Fellows (2006)
Rajesh Gupta ACM Fellows (2016)
Rajiv Gupta ACM Fellows (2009)
Mary W Hall ACM Distinguished Member (2010)
Tim Harris ACM Senior Member (2007)
Mark Hill ACM Fellows (2004)
Mark A Horowitz ACM Fellows (2003)
Mary Jane Irwin ACM Athena Lecturer Award (2010)
ACM Distinguished Service Award (2005)
ACM Fellows (1996)
Ravishankar Iyer ACM Fellows (2001)
Norman Jouppi ACM-IEEE CS Eckert-Mauchly Award (2015)
ACM Fellows (2006)
David R Kaeli ACM Distinguished Member (2014)
Stephen Keckler ACM Fellows (2011)
ACM Senior Member (2006)
ACM Grace Murray Hopper Award (2003)
Nectarios Koziris ACM Senior Member (2009)
Christoforos Kozyrakis ACM Fellows (2016)
ACM Senior Member (2007)
Chandra Krintz ACM Senior Member (2009)
Sriram Krishnamoorthy ACM Senior Member (2016)
Sharad Malik ACM Fellows (2014)
Margaret Martonosi ACM Fellows (2009)
Sally A. McKee ACM Senior Member (2013)
Todd C Mowry ACM Fellows (2016)
Trevor Mudge ACM Fellows (2016)
ACM-IEEE CS Eckert-Mauchly Award (2014)
Shubu Mukherjee ACM Fellows (2011)
ACM Distinguished Member (2009)
Walid Najjar ACM Distinguished Member (2015)
ACM Senior Member (2014)
Vijaykrishnan Narayanan ACM Fellows (2014)
David Padua ACM Fellows (2007)
Leo Porter ACM Senior Member (2017)
Milos Prvulovic ACM Senior Member (2009)
Lawrence Rauchwerger ACM Distinguished Member (2014)
Vivek Sarkar ACM Fellows (2008)
ACM Distinguished Member (2006)
Robert Schreiber ACM Fellows (2012)
ACM Distinguished Member (2006)
Martin Schulz ACM Gordon Bell Prize (2006)
Andre Seznec ACM Fellows (2016)
Kevin Skadron ACM Fellows (2015)
ACM Distinguished Member (2010)
ACM Senior Member (2007)
Mary Lou Soffa ACM-IEEE CS Ken Kennedy Award (2012)
ACM Fellows (1999)
Leonel Sousa ACM Distinguished Member (2015)
ACM Senior Member (2009)
J. Gregory Steffan ACM Senior Member (2009)
Per O Stenstrom ACM Fellows (2008)
Subhash Suri ACM Fellows (2010)
ACM Distinguished Member (2007)
Josep Torrellas ACM Fellows (2010)
Dean M Tullsen ACM Fellows (2011)
Mateo Valero ACM Distinguished Service Award (2012)
ACM-IEEE CS Eckert-Mauchly Award (2007)
ACM Fellows (2002)
Hans Vandierendonck ACM Senior Member (2013)
Stamatis Vassiliadis ACM Fellows (2004)
Richard W. Vuduc ACM Gordon Bell Prize
Performance (2010) ACM Gordon Bell Prize
Performance (2010)
David Whalley ACM Distinguished Member (2009)
ACM Senior Member (2009)
David A Wood ACM Fellows (2005)
Andreas Zeller ACM Fellows (2010)
Lixia Zhang ACM Fellows (2006)
Huiyang Zhou ACM Senior Member (2011)
Yuanyuan Zhou ACM Fellows (2013)
ACM Distinguished Member (2011)
Yuanyuan Zhou ACM Fellows (2013)
ACM Distinguished Member (2011)

First Name Last Name Paper Counts
Lieven Eeckhout 19
André Seznec 11
Rajiv Gupta 9
Yuan Xie 8
Stijn Eyerman 8
Bruce Childers 7
Michael O'Boyle 7
Mateo Valero 7
Kevin Skadron 7
Margaret Martonosi 7
Antonio González 7
Pen Yew 6
Jingling Xue 6
Antonia Zhai 6
David Gregg 6
Norman Jouppi 6
Adrián Cristal 6
Yan Solihin 5
Haitham Akkary 5
Jun Yang 5
Shlomo Weiss 5
Louis Pouchet 5
Weichung Hsu 5
Timothy Sherwood 5
Osman Ünsal 5
Henk Corporaal 5
David Whalley 5
Laxmi Bhuyan 5
Christian Wimmer 5
Jaume Abella 5
Onur Mutlu 5
Ponnuswamy Sadayappan 4
Jack Davidson 4
Tor Aamodt 4
Olivier Temam 4
Oğuz Ergin 4
Daniel Jiménez 4
Milos Prvulovic 4
Sarita Adve 4
James Tuck 4
Miquel Moretó 4
Christos Kozyrakis 4
Prasad Kulkarni 4
Chengyong Wu 4
Francisco Cazorla 4
María Garzarán 4
Yu Du 4
Pierre Michaud 4
Aamer Jaleel 4
Dmitry Ponomarev 4
Timothy Jones 4
David Brooks 4
Mateo Valero 4
Walid Najjar 3
Ramón Doallo 3
Shuangde Fang 3
Chialin Yang 3
Josep Torrellas 3
José Llabería 3
Chandra Krintz 3
Youtao Zhang 3
Ran Ginosar 3
Antoniu Pop 3
Zheng Wang 3
Wim Heirman 3
Rami Melhem 3
Bjorn De Sutter 3
Avi Mendelson 3
Fabrice Rastello 3
Albert Cohen 3
Marcelo Cintra 3
Stefanos Kaxiras 3
Daniel Mossé 3
José García 3
Rubén Titos-Gil 3
Christophe Dubach 3
Prashant Nair 3
Mary Soffa 3
Bronis De Supinski 3
Frank Mueller 3
Mahmut Kandemir 3
Alberto Ros 3
Ramesh Karri 3
David Wood 3
Nael Abu-Ghazaleh 3
Jue Wang 3
Víctor Viñals 3
Xiangyu Dong 3
Hanspeter Mössenböck 3
Michael Franz 3
Kim Hazelwood 3
David Tarjan 3
Marco Santambrogio 3
Miao Zhou 3
Lizy John 3
Basilio Fraguela 3
Yosi Asher 3
Todd Mowry 3
Hans Vandierendonck 3
Francky Catthoor 3
Wengfai Wong 3
Paolo Ienne 3
Ioannis Papaefstathiou 3
Moinuddin Qureshi 3
Mikel Luján 3
Naveen Muralimanohar 3
Michael Spear 3
Jose Renau 3
Yunji Chen 3
Jennifer Sartor 3
Dean Tullsen 2
Shashidhar Mysore 2
Stefan Brunthaler 2
Carlos Álvarez 2
Magnus Själander 2
Ricardo Dias 2
Leonid Yavits 2
Sanyam Mehta 2
Alex Ramírez 2
Angeliki Kritikakou 2
Jianjun Li 2
Jason Hiser 2
Yiannakis Sazeides 2
David August 2
Philippe Clauss 2
Simon Steely 2
Pavlos Mattheakis 2
Ahmad Anbar 2
Anurag Negi 2
Yingwei Luo 2
Biswabandan Panda 2
Gabriel Loh 2
Nathanael Premillieu 2
Venmugil Elango 2
Wenjia Ruan 2
Scott Mahlke 2
Tinfook Ngai 2
David Kaeli 2
Kiyoung Choi 2
Min Feng 2
Xuejun Yang 2
Hugh Leather 2
Eduard Ayguadé 2
John Kim 2
Yiannakis Sazeides 2
Daniel Jiménez-González 2
Xueyang Wang 2
Joseph Sharkey 2
Todd Austin 2
Amit Golander 2
Diego Andrade 2
Gautham Beeraka 2
Mauricio Álvarez-Mesa 2
Yang Chen 2
Li Zhao 2
Ravishankar Iyer 2
Mageda Sharafeddine 2
Yangchun Luo 2
Mary Irwin 2
Doug Simon 2
Farrukh Hijaz 2
Sally McKee 2
Pablo Ibáñez 2
Bart Coppens 2
Kishore Pusukuri 2
Philippe Navaux 2
Michela Becchi 2
Edwin Bonilla 2
Xipeng Shen 2
Yuanshin Hwang 2
Jason Loew 2
Jawad Haj-Yihia 2
Ahmad Yasin 2
Fang Wang 2
Jingning Liu 2
Oliverio Santana 2
Soojung Ryu 2
Betul Buyukkurt 2
Sebastian Hack 2
Motohiro Kawahito 2
Lishiuan Peh 2
Yuanjie Huang 2
Karthikeyan Sankaralingam 2
José Martínez 2
Changhui Lin 2
Guyeon Wei 2
Erik Hagersten 2
Erven Rohou 2
Milan Pavlovic 2
Jorge Albericio 2
Gennady Pekhimenko 2
Rupesh Nasre 2
Xiaofei Liao 2
Zhibin Yu 2
Alex Jones 2
Chrysostomos Nicopoulos 2
Amanieu D'Antras 2
Juan Aragón 2
Michael Smith 2
Ron Gabor 2
Jagannathan Ramanujam 2
Jin Lin 2
Neil Vachharajani 2
Ben Juurlink 2
Tulika Mitra 2
Yunheung Paek 2
Gagan Agrawal 2
Costas Goutis 2
Chenggang Wu 2
Peng Liu 2
Arun Kanuparthi 2
Trevor Carlson 2
Omer Khan 2
Jason Cong 2
Vijay Nagarajan 2
Erik Tomusk 2
Björn Franke 2
Mary Hall 2
Chuanjun Zhang 2
Jungho Ahn 2
Olivier Serres 2
Tarek El-Ghazawi 2
David Roberts 2
Kenzo Van Craeynest 2
Rajkishore Barik 2
Per Larsen 2
Dan Feng 2
Amir Morad 2
Xiangyu Dong 2
Roy Ju 2
Vasilios Kelefouras 2
Guru Venkataramani 2
Ram Rangan 2
Ibrahim Hur 2
Davide Bartolini 2
Michael Jantz 2
Qixiao Liu 2
Ghassan Shobaki 2
Cecilia González-Álvarez 2
Cosmin Gorgovan 2
Jörg Henkel 2
William Hasenplaugh 2
Manuel Acacio 2
Sriram Krishnamoorthy 2
Chuntao Jiang 2
Hwansoo Han 2
Sven Verdoolaege 2
Grigori Fursin 2
Jacob Leverich 2
Yuanyuan Zhou 2
Cedric Nugteren 2
Wei Tong 2
Maximilien Breughe 2
Frederic Chong 2
Manlap Li 2
Komal Jothi 2
Xiaobing Feng 2
Karthik Sankaranarayanan 2
Abhishek Bhattacharjee 2
Quan Chen 2
Morteza Kafshdooz 2
Alireza Ejlali 2
Uday Bondhugula 2
Soomook Moon 2
Petar Radojković 2
John Cavazos 2
Joel Emer 2
Bin Ren 2
Yong Li 2
Glenn Reinman 2
Banit Agrawal 2
Toan Mai 1
Sylvain Girbal 1
Luigi Carro 1
Hyukwoo Park 1
Lars Bauer 1
Zhonghai Lu 1
Guoqing Xu 1
Yifan Sun 1
Riad Akram 1
Huiyang Zhou 1
Shubhendu Mukherjee 1
Jun Yan 1
Tianshi Chen 1
Samira Khan 1
Pangfeng Liu 1
Iliano Cervesato 1
Aravind Sukumaran-Rajam 1
ShengGang Chen 1
Santanu Chattopadhyay 1
Rafael Possignolo 1
Susmit Sarkar 1
Amir Yazdanbakhsh 1
Riccardo Cattaneo 1
Youngsun Han 1
Hiroyuki Usui 1
Chengzhong Xu 1
Kent Wilken 1
Zhibin Wang 1
Carolejean Wu 1
Nilay Vaish 1
Kishore Kumar Pusukuri 1
Konrad Trifunovic 1
Chunyue Liu 1
Gabe Rudy 1
Christian Fensch 1
Greg Stitt 1
Pieter Custers 1
Michele Tartara 1
Jonghee Youn 1
Yohan Ko 1
Rami Melhem 1
Mehmet Belviranli 1
Qingbo Wu 1
Richard Vuduc 1
Srimat Chakradhar 1
Hans Graf 1
Yong Dou 1
Wes Masri 1
Jian Li 1
Francis Lau 1
Haibo Chen 1
Ling Li 1
Patrick Crowley 1
Donghyuk Lee 1
Aleksandar Ilic 1
Weichung Hsu 1
Byeongcheol Lee 1
Unnikrishnan Cheramangalath 1
Xu Zhou 1
Soumya J 1
Andrew McPherson 1
Jeffrey Draper 1
Lavanya Subramanian 1
Hai Jin 1
Keoncheol Shin 1
Abhinav Agrawal 1
Xiaobing Feng 1
Christian Tenllado 1
Matthias Diener 1
Laércio Pilla 1
Riyadh Baghdadi 1
Protonu Basu 1
Yuanchun Shi 1
François Irigoin 1
Boubacar Diouf 1
Can Hantas 1
Albert Cohen 1
Laurent Daynès 1
Li Wang 1
Jaekyu Lee 1
Yifan He 1
Qiang Dou 1
Nadav Rotem 1
Miao Yu 1
Huawei Li 1
John Haskins 1
Wei Liu 1
Rodolfo Neuber 1
Christopher Colohan 1
Thomas Rodriguez 1
Yoonseo Choi 1
Priya Nagpurkar 1
Dumitru Potop-Butucaru 1
Kypros Chrysanthou 1
Jianwei Liao 1
Vivien Begot 1
Samuel Burri 1
Boryeh Shen 1
Wuu Yang 1
Abdulrahman Kaitoua 1
Feng Qin 1
Frank Vahid 1
Subhash Suri 1
Yong Li 1
Anshul Kumar 1
Abdel Badawy 1
Andreas Prodromou 1
Christian Andreetta 1
Mehrzad Samadi 1
Amir Hormati 1
Giovanni Mariani 1
Chienchi Chen 1
Dyer Rolán 1
Cyriel Minkenberg 1
Yiran Chen 1
Bing Liu 1
Robert Seepers 1
Vesna Smiljković 1
George Tzenakis 1
Carl Beckmann 1
Yujie Liu 1
Lingmei Weng 1
Zhe Wang 1
Junli Gu 1
Hyunggyu Lee 1
Michel, Dubois 1
Eric Petit 1
Jim Garside 1
Barış Aktemur 1
Samuel Kamin 1
Michael Isnardi 1
Shoaib Akram 1
Jiyang Yu 1
Taejun Ham 1
Ivan Ratkovic 1
Aswinkumar Sridharan 1
Sergio Siccha 1
Olivier Rochecouste 1
John Cortes 1
Mojtaba Mehrara 1
Hideho Arakida 1
Michal Wegiel 1
Weifeng Xu 1
Shiwen Hu 1
Janghaeng Lee 1
Mickael Dardaillon 1
Tanguy Risset 1
Tanima Dey 1
Wei Wang 1
Shengde Wang 1
Peter Gavin 1
Viacheslav Fedorov 1
Víctor Jiménez 1
R Ramanathan 1
Sucheendra Palaniappan 1
P Thiagarajan 1
Pedro Peris-López 1
Dorit Nuzman 1
Daniel Sánchez 1
Sanghoon Lee 1
Christoph Kerschbaumer 1
Eric Hennigan 1
Jongman Kim 1
Yoonseo Choi 1
Jongeun Lee 1
Pablo De Oliveira Castro 1
Chadi Akel 1
Christian Zimmer 1
Furkan Kiraç 1
Zhigang Wang 1
Eduardo Marques 1
Quentin Colombet 1
Florian Brandner 1
Paraskevas Evripidou 1
Efraim Rotem 1
Patrick Eitschberger 1
Gabriel Rodríguez 1
Juan Touriño 1
Cristóbal Camarero 1
Ramón Beivide 1
Dan He 1
Vivek Seshadri 1
Amnon Barak 1
Tal Ben-Nun 1
Magnus Jahre 1
Ananta Tiwari 1
Yujie Liu 1
Shyhtsunfelix Wu 1
Jedidiah Crandall 1
David Padua 1
J Ramanujam 1
Valeria Bertacco 1
Salvador Petit 1
Bin Li 1
Dongrui Fan 1
Haiming Liu 1
Sun Chan 1
Srikanth Srinivasan 1
Ryan Kastner 1
Kanad Ghose 1
Luis Ceze 1
Junneng Zhang 1
Xi Li 1
Jian Li 1
Ram Rajamony 1
Nectarios Koziris 1
Jason Mars 1
YenMing Chen 1
Hyunjin Lee 1
Anil Krishna 1
Robert Bell 1
R Rakvic 1
Benoît Meister 1
Andreas Lankes 1
Andreas Herkersdorf 1
Jeffery Von Ronne 1
Donghyuk Woo 1
Hsien Lee 1
Gilles Duboscq 1
Tao Zhang 1
Matthew Poremba 1
Chunghsiang Lin 1
Abbas Rahimi 1
Stefano Carlo 1
Alejandro Martínez 1
Nathalie Drach 1
Sreenivas Subramoney 1
Xiaoyu Hu 1
Dong Chen 1
Hao Luo 1
Kartik Mohanram 1
Rathijit Sen 1
Zbigniew Chamski 1
Wolfgang Karl 1
Guang Gao 1
Tong Wu 1
Gyungsu Byun 1
Glenn Reinman 1
Zhenjiang Wang 1
Leonid Domnitser 1
Sabih Gerez 1
Wenlei Bao 1
Changwan Hong 1
Dongliang Xiong 1
Dana Schaa 1
José Abellán 1
Michael Garland 1
Shengen Yan 1
Zoe Yu 1
Sheng Li 1
Jay Brockman 1
Ruiyang Wu 1
George Yuan 1
Marc Casas 1
Saugata Ghose 1
Janjan Wu 1
Pekka Jääskeläinen 1
Etem Deniz 1
Avinash Malik 1
Shahar Kvatinsky 1
Zonglin Liu 1
Abdullah Kayi 1
Lizhong Chen 1
Woojin Choi 1
Subhasis Das 1
Donatella Sciuto 1
Yeoul Na 1
Mark Heffernan 1
Bagus Wibowo 1
Thomas Stanton 1
Trevor Mudge 1
Michael Ferris 1
Jingling Xue 1
Deshanand Singh 1
Sanyam Mehta 1
Mau Frank Chang 1
David Yuste 1
Malik Khan 1
Paraskevas Yiapanis 1
Yu Chen 1
Jens Palsberg 1
Michael Haupt 1
Dongrui She 1
Zhiying Wang 1
Hideaki Komatsu 1
Chao Zhang 1
Yuntan Fang 1
David Cox 1
Lin Tan 1
Brett Brotherton 1
Hussam Mousa 1
Gulfem Savrun-Yeniceri 1
Eric Seckler 1
Licheng Chen 1
Mingyu Chen 1
Cosmin Oancea 1
Jerome Martin 1
Gianluca Palermo 1
Jianhua Sun 1
Dave Herman 1
Jisheng Zhao 1
Germán Rodríguez 1
Pen Yew 1
Zheng Cui 1
Christos Strydis 1
Revital Eres 1
Samira Khan 1
Alan Cox 1
Scott Rixner 1
Atanas Rountev 1
Tryggve Fossum 1
Shuai Mu 1
Lee Howes 1
Johannes Doerfert 1
Dmitry Evtyushkin 1
Timothy Hayes 1
Amey Karkare 1
Jeronimo Castrillon 1
Guido Araújo 1
Rongguey Chang 1
Hui Feng 1
Jaydeep Marathe 1
Barry Rountree 1
Jan Martinsen 1
Anders Isberg 1
Radu Teodorescu 1
Martin Kong 1
Ramaswamy Govindarajan 1
Enrique Vallejo 1
Helge Bahmann 1
Nico Reissmann 1
Dominik Grewe 1
Michael O’Boyle 1
Laura Carrington 1
Edmund Lai 1
Ali Jannesari 1
David Ham 1
Stephen Plaza 1
Jason Blome 1
Vassos Soteriou 1
Yan Luo 1
Yatish Patel 1
Dean Copsey 1
Narayanan Vijaykrishnan 1
Nitya Ranganathan 1
Doug Burger 1
Charles Moore 1
Brian Fields 1
Thomas Puzak 1
Allan Hartstein 1
Hungwei Tseng 1
Alvin Lebeck 1
Yu Bai 1
Philo Juang 1
Karin Strauss 1
George Athanasiou 1
Lixin Zhang 1
Qin Zhao 1
Ioana Cutcutache 1
Kornilios Kourtis 1
Georgios Goumas 1
Sangyeun Cho 1
Ahmad Samih 1
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Fred Bower 1
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Thomas Wild 1
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Leonel Sousa 1
Jongwon Lee 1
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Darío Gracia 1
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Luis Campo 1
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Pin Zhou 1
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Yi Xu 1
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Sang Do 1
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Luiz Martins 1
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Alex Solomatnikov 1
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Martin Burtscher 1
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Michel Paindavoine 1
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Heinrich Meyr 1
Guang Gao 1
Alban Douillet 1
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Jiajhe Li 1
James Geraci 1
Adam Lewis 1
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Yang Yang 1
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Ian Rogers 1
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Zhongho Chen 1
Minyi Guo 1
Hamed Tabkhi 1
Tom Conte 1
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Oscar Plata 1
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Frank Sem-Jacobsen 1
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Atieh Lotfi 1
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Di Xu 1
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Leonel Sousa 1
Chunchen Hsu 1
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Alper Sen 1
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Dong Wang 1
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Hadi Esmaeilzadeh 1
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Qin Wu 1
Chaitali Chakrabarti 1
Qing Yi 1
Dan Feng 1
Juan Carlos Juega 1
Hong Jiang 1
Lakshya Jain 1
José Gregorio 1
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Demian Rosas-Ham 1
Gavin Brown 1
Jan Kuper 1
Yan Cui 1
Yingxin Wang 1
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Stephen Dolan 1
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Nong Xiao 1
V Nandivada 1
Srihari Cadambi 1
Edoardo Charbon 1
Zhizhou Yang 1
Hazem Hajj 1
Khaleel Mershad 1
Zidong Du 1
Xavier Vera 1
Zhibin Liang 1
Asadollah Shahbahrami 1
Zehan Cui 1
Yungang Bao 1
Nikolaos Tampouratzis 1
Sudheer Chunduri 1
Zheng Li 1
Yuan Yao 1
Tiago Vale 1
João Silva 1
Tom Spink 1
Junwhan Ahn 1
Albert Sidelnik 1
Mohammad Islam 1
Ulya Karpuzcu 1
Wankang Zhao 1
Kevin Casey 1
M Ertl 1
Engin Ïpek 1
Weiwu Hu 1
Daniel Lustig 1
Luis Taniça 1
Chengyi Chou 1
Ryan Riley 1
Mohammadkazem Taram 1
Andrew Anderson 1
Xiaowen Chen 1
Sandeep D'souza 1
Giuseppe Natale 1
Kevin Chang 1
Siddhartha Chhabra 1
Wenjie Chen 1
Jiuzhen Liang 1
Jose Ignacio Gomez 1
Grigorios Chrysos 1
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Chunhua Xiao 1
Hao Wu 1
Mohit Tiwari 1
Robert Schreiber 1
Hyesoon Kim 1
Yuanwu Lei 1
Lei Guo 1
Abhinandan Majumdar 1
Younghoon Son 1
Takao Moriyama 1
Maxim Shawabkeh 1
Todd Mytkowicz 1
Teresa Arnal 1
Philip Brisk 1
Haibing Guan 1
Yang Chen 1
Ninghui Sun 1
François Trahay 1
Troels Henriksen 1
Amir Ashouri 1
Michael Bebenita 1
Sheng Qiu 1
Hai Li 1
Bipasa Chattopadhyay 1
Long Chen 1
Adrià Armejach 1
Zhenlin Wang 1
Ting Cao 1
Yuan Xie 1
Junghee Lee 1
Yeonghun Jeong 1
Derek Hower 1
Anup Holey 1
Kevin Streit 1
Clemens Hammacher 1
Andreas Zeller 1
Buse Yılmaz 1
Michael Huang 1
Fernando Endo 1
Vassilis Vassiliadis 1
Dongwoo Lee 1
Breno Guimarães 1
Péricles Alves 1
Andrew Kahng 1
Ali Shafiee 1
Mark Horowitz 1
Samantika Subramaniam 1
David Lowenthal 1
Luca Gallo 1
Jörg Keller 1
Heiner Litz 1
HanBin Yoon 1
Hong Jiang 1
Phillip Gibbons 1
Eri Rubin 1
Xin Tong 1
Leo Porter 1
Paul Kelly 1
Bin Zhang 1
Zhizhong Tang 1
Julio Sahuquillo 1
Apala Guha 1
Sharon Sacco 1
Jonathan Winter 1
Thomas Kotzmann 1
Brad Calder 1
Minyi Guo 1
Yuan Xie 1
Engin Kayraklioglu 1
Panayiotis Englezakis 1
Giorgos Dimitrakopoulos 1
Martin Elsman 1
Jost Berthold 1
Cristina Silvano 1
Jishen Zhao 1
José Castaños 1
Juan Cebrián 1
Yingying Tian 1
Myeongjae Jeon 1
Conglong Li 1
Naznin Fauzia 1
Shuchang Shan 1
Haewoo Park 1
Seongseok Seo 1
Graham Yiu 1
Konstantinos Koukos 1
Michel Dubois 1
Xiaolin Wang 1
Sek Chai 1
Fang Hou 1
João Cardoso 1
Andrés Goens 1
Sangheon Lee 1
Min Zhao 1
Gilles Borkowski 1
Shu Xiao 1
Thomas Schaub 1
Zheng Zhang 1
Toshihiko Koju 1
Marc Duranton 1
William Ward, 1
Kris Venstermans 1
Michael Orshansky 1
Noel Eisley 1
Alejandro Valero 1
Jia Yu 1
Lei Wang 1
Jie Hu 1
Fen Xie 1
Rastislav Bodík 1
Wensheng Zhang 1
Changkyu Kim 1
Robert McDonald 1
Qiong Cai 1
Michael Parker 1
Xuehai Zhou 1
Xiaoning Nie 1
Marios Kleanthous 1
Kueichung Chang 1
Xi Chen 1
Seda Memik 1
Gokhan Memik 1
Rajarshi Mukherjee 1
Milo Martin 1
Damien Fetis 1
Theofanis Constantinou 1
Mike Mantor 1
Michael Andersch 1
John Byrne 1
Nikil Dutt 1
Laura Ramirez 1
Mei Yang 1
Yingtao Jiang 1
Allan Knies 1
Elba Garza 1
Brian Railing 1
Raghuraman Balasubramanian 1
Chenhan Ho 1
Yijung Chen 1
Salvatore Galfano 1
Cristian Zambelli 1
Emilio Zapata 1
Karine Heydemann 1
Ravi Bhargava 1
Lingli Zhang 1
Mukesh Agrawal 1
Poovaiah Palangappa 1
Jongpil Son 1
Qing Yang 1
Augusto Vega 1
Carlos Molina 1
Ricardo Fernández-Pascual 1
Jeroen Cleemput 1
Kanit Therdsteerasukdi 1
M Chang 1
Dibyendu Das 1
Javier Bruguera 1
Chris Newburn 1
Mark Hill 1
Tong Chen 1
Lei Jiang 1
Fei Guo 1
Xiaoxia Wu 1
Sanjeev Kumar 1
Vincenzo Catania 1
Maurizio Palesi 1
Xicheng Lu 1
Gen Li 1
Bin Liu 1
Jaejin Lee 1
Stefan Wallentowitz 1
Wolfram Amme 1
Mahdad Davari 1
Daniel Sánchez 1
Xiuyi Zhou 1
Alvinwy Su 1
Gunar Schirner 1
Sukyung Yoon 1
Junggeun Kim 1
Narges Shahidi 1
Cherin Joseph 1
Mario Drumond 1
Madan Das 1
Sharath Prasad 1
Emrah Islek 1
Davide Bertozzi 1
Miguel Gonzalez-Mesa 1
Donatella Sciuto 1
Tao Li 1
Esther Salamí 1
Pengcheng Li 1
Kyriakos Georgiou 1
Benoît Pradelle 1
Michael Lyons 1
Mark Hempstead 1
Elkin Garcia 1
George Patsilaras 1
Tim Harris 1
Sami Yehia 1
Lucas Weigel 1
Nigel Topham 1
Alberto Scolari 1
Sungjoo Yoo 1
Massimo Torquati 1
Yunquan Zhang 1

Affiliation Paper Counts
US Naval Academy 1
Shanghai University of Engineering Science 1
University of Massachusetts Lowell 1
National University of Sciences and Technology Pakistan 1
Gwangju Institute of Science and Technology 1
Korean Agency for Defense Development 1
Universite Hadj Lakhdar de Batna 1
Macronix International Co 1
University of Qatar 1
Texas A and M University at Qatar 1
Google Switzerland GmbH 1
Huawei Technologies Co., Ltd. 1
LG Electronics, Korea 1
Intel Technology India Pvt Ltd. 1
Assured Information Security, Inc. 1
VMware, Inc 1
New York University Abu Dhabi 1
Carnegie Mellon University in Qatar 1
Universidade de Lisboa 1
IBM, Netherlands 1
IBM Research, Ireland 1
University of Michigan 1
Universidad Carlos III de Madrid 1
University of Amsterdam 1
Chinese University of Hong Kong 1
Furman University 1
Feng Chia University 1
University of Illinois 1
Kyungil University 1
University of Auckland 1
Los Alamos National Laboratory 1
University of Missouri-Kansas City 1
Sungkyunkwan University 1
Massey University 1
Colorado State University 1
Purdue University 1
Wayne State University 1
Synopsys Incorporated 1
Washington University in St. Louis 1
University of Rhode Island 1
Qualcomm Incorporated 1
Oregon State University 1
University of Massachusetts System 1
City University of Hong Kong 1
Drexel University 1
Bilkent University 1
Colorado School of Mines 1
Federal University of Uberlandia 1
University of Washington, Seattle 1
University of Tennessee, Knoxville 1
Federal University of Santa Catarina 1
The University of North Carolina System 1
Iranian Research Institute for Fundamental Sciences 1
National Tsing Hua University 1
Cray Inc. 1
LSI Corporation 1
San Diego State University 1
Singapore Polytechnic 1
Ecole Nationale Superieure de Techniques Avancees 1
Chang Gung University 1
University of Bern 1
Hewlett-Packard Inc. 1
Freescale Semiconductor 1
West Virginia University 1
East China Normal University 1
University of Notre Dame 1
University of St Andrews 1
Universitat Rovira i Virgili 1
University of Richmond 1
National Chi Nan University 1
Chongqing University 1
National Taiwan Ocean University 1
STMicroelectronics 1
University of Missouri System 1
Swiss Federal Institute of Technology, Zurich 1
Tianjin University of Technology 1
National Taiwan University of Science and Technology 1
NXP Semiconductors 1
University of Bologna 1
Daegu University 1
Friedrich Schiller University Jena 1
Verimag 1
Universite de Rennes 1 1
Democritus University of Thrace 1
Erasmus University Medical Center 1
International Institute of Information Technology Hyderabad 2
Royal Institute of Technology 2
Indian Institute of Technology, Kharagpur 2
Korea University 2
Bogazici University 2
University of Porto 2
Commissariat a L'Energie Atomique CEA 2
Altera Corporation 2
University of Sao Paulo 2
Linkoping University 2
Brown University 2
National Cheng Kung University 2
Michigan Technological University 2
Blekinge Institute of Technology 2
University of Naples Federico II 2
Vienna University of Technology 2
Technical University of Dresden 2
Tianjin University 2
Boston University 2
University of Hagen 2
Beijing University of Technology 2
Southwest China Normal University 2
MIT Lincoln Laboratory 2
Catholic University of Leuven, Leuven 2
San Diego Supercomputer Center 2
University of Nebraska - Lincoln 2
Microsoft Corporation 2
Vrije Universiteit Brussel 2
Columbia University 2
Ecole des Mines de Paris 2
University of Cambridge 2
University of Nevada, Las Vegas 2
INRIA Rocquencourt 2
Princess Sumaya University 2
National Key Laboratory for Parallel and Distributed Processing 2
Intel Corporation, Belgium 2
ARM Ltd. 2
INRIA Saclay 2
IBM Toronto Software Lab 2
IBM Ireland Limited 2
SRI International 3
National Technical University of Athens 3
Iowa State University 3
Ecole Normale Superieure de Lyon 3
Google Inc. 3
University of Pennsylvania 3
The University of Hong Kong 3
Federal University of Rio Grande do Sul 3
Louisiana State University 3
University of Arizona 3
University of Catania 3
Norwegian University of Science and Technology 3
University of Massachusetts Amherst 3
Sun Microsystems 3
University of Louisiana at Lafayette 3
INSA Lyon 3
University of Toronto 3
Academia Sinica Taiwan 3
Universite Paris Sorbonne - Paris IV 3
University of Bristol 3
IBM, USA 3
Indian Institute of Technology, Kanpur 3
Faculdade de Ciencias e Tecnologia, New University of Lisbon 3
Pacific Northwest National Laboratory 3
Lancaster University 3
University of Ferrara 3
Lawrence Livermore National Laboratory 3
Complutense University of Madrid 3
Universidad de Santiago de Compostela 3
University of Pisa 3
IBM Zurich Research Laboratory 3
Universite de Versailles Saint-Quentin-en-Yvelines 3
Ozyegin University 3
Shenzhen Institute of Advanced Technology 3
Thales Research and Technology 3
Simula Research Laboratory 4
University of Texas at San Antonio 4
Universidad de Malaga 4
Jiangnan University 4
Northwestern University 4
Hebrew University of Jerusalem 4
National Chung Cheng University 4
Australian National University 4
Samsung Group 4
Polytechnic Institute of Turin 4
University of Southern California, Information Sciences Institute 4
The College of William and Mary 4
CSIC - Instituto de Investigacion en Inteligencia Artificial 4
University of Science and Technology of China 4
Technical University of Munich 4
Microsoft Research 4
The University of Georgia 4
Federal University of Minas Gerais 4
Rutgers, The State University of New Jersey 4
Lero - The Irish Software Engineering Research Centre 4
University of Haifa 5
Samsung Electronics Co. Ltd. 5
Duke University 5
Tampere University of Technology 5
University of Florida 5
Imperial College London 5
University of Kansas Lawrence 5
IBM Thomas J. Watson Research Center 5
NEC Laboratories America, Inc. 5
Massachusetts Institute of Technology 5
University of Connecticut 5
University of Thessaly 5
University of Southern California 5
Southern Illinois University at Carbondale 5
TOBB University of Economics and Technology 5
Indian Institute of Technology, Delhi 5
NVIDIA 5
Universite Grenoble Alpes 5
Uppsala University 6
Arizona State University 6
Rice University 6
Delft University of Technology 6
IBM Research 6
Universidad Politecnica de Valencia 6
National Chiao Tung University Taiwan 6
University of Cantabria 6
Yonsei University 6
New York University 6
IBM Austin Research Laboratory 6
University of Copenhagen 6
University of California System 6
Korea Advanced Institute of Science & Technology 6
Universite de Strasbourg 6
Zhejiang University 7
Instituto Superior Tecnico 7
Technical University of Berlin 7
University of California, Davis 7
University of Twente 7
Georgia Institute of Technology, School of Electrical and Computer Engineering 7
Technical University of Crete 7
University of California, Santa Cruz 7
University of California, Berkeley 7
Indian Institute of Technology, Madras 7
University of Rochester 7
Swiss Federal Institute of Technology, Lausanne 7
Queen's University Belfast 7
IBM, Japan 7
Lehigh University 8
Chalmers University of Technology 8
Peking University 8
Advanced Micro Devices, Inc. 8
Johannes Kepler University Linz 8
University of Delaware 8
Huazhong University of Science and Technology 8
Sharif University of Technology 8
Northeastern University 8
University of Patras 8
George Washington University 9
The University of British Columbia 9
University of Dublin, Trinity College 9
RWTH Aachen University 9
University of Utah 9
University of California, San Diego 9
Saarland University 9
Karlsruhe Institute of Technology 9
Ecole Normale Superieure 10
Tel Aviv University 10
Texas A and M University 10
Technion - Israel Institute of Technology 10
Universidad de A Coruna 10
Tsinghua University 10
University of New South Wales 10
University of Minnesota System 11
Cornell University 11
Indian Institute of Science 11
National University of Singapore 11
University of California, Los Angeles 11
Eindhoven University of Technology 11
Florida State University 12
Universidad de Zaragoza 12
University Michigan Ann Arbor 12
Wuhan National Laboratory for Optoelectronics 12
Harvard University 13
Binghamton University State University of New York 13
Universidad de Murcia 14
University of Manchester 14
INRIA Institut National de Rechereche en Informatique et en Automatique 14
University of Minnesota Twin Cities 14
University of Cyprus 14
National Taiwan University 15
American University of Beirut 15
Institute of Computing Technology Chinese Academy of Sciences 16
HP Labs 17
Stanford University 17
University of Texas at Austin 17
Politecnico di Milano 17
University of California, Irvine 18
Shanghai Jiaotong University 19
University of Wisconsin Madison 19
Institute for Research in IT and Random Systems 20
Ohio State University 22
Georgia Institute of Technology 22
Carnegie Mellon University 23
University of California, Santa Barbara 24
Seoul National University 25
Pennsylvania State University 26
Princeton University 28
National University of Defense Technology China 29
University of Illinois at Urbana-Champaign 30
North Carolina State University 31
Chinese Academy of Sciences 35
University of Virginia 36
Barcelona Supercomputing Center 36
University of Edinburgh 37
University of California, Riverside 41
University of Pittsburgh 46
Universitat Politecnica de Catalunya 51
Ghent University 55
Intel Corporation 64

ACM Transactions on Architecture and Code Optimization (TACO)
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