Conference Variance-Reduced Stochastic Gradient Descent on Streaming Data 2018 • Advances in Neural Information Processing Systems • 31: Jothimurugesan E, Tahmasbi A, Gibbons PB, Tirthapura S
Preprint Zorua: Enhancing Programming Ease, Portability, and Performance in GPUs by Decoupling Programming Models from Resource Management 2018 Vijaykumar N, Hsieh K, Pekhimenko G, Khan S, Shrestha A, Ghose S, Gibbons PB, Mutlu O
Conference Ambit: In-Memory Accelerator for Bulk Bitwise Operations Using Commodity DRAM Technology 2017 • Micro -Annual Workshop then Annual International Symposium- • 273-287 Seshadri V, Lee D, Mullins T, Hassan H, Boroumand A, Kim J, Kozuch MA, Mutlu O, Gibbons PB, Mowry TC
Conference Cloudlet-based Just-in-Time Indexing of IoT Video 2017 • 2017 GLOBAL INTERNET OF THINGS SUMMIT (GIOTS 2017) • 11-18 Satyanarayanan M, Gibbons PB, Mummert L, Pillai P, Simoens P, Sukthankar R
Conference Gaia: Geo-Distributed Machine Learning Approaching LAN Speeds 2017 • PROCEEDINGS OF NSDI '17: 14TH USENIX SYMPOSIUM ON NETWORKED SYSTEMS DESIGN AND IMPLEMENTATION • 629-647 Hsieh K, Harlap A, Vijaykumar N, Konomis D, Ganger GR, Gibbons PB, Mutlu O
Preprint Implicit Decomposition for Write-Efficient Connectivity Algorithms 2017 Ben-David N, Blelloch GE, Fineman JT, Gibbons PB, Gu Y, McGuffey C, Shun J
Conference Proteus: agile ML elasticity through tiered reliability in dynamic resource markets 2017 • PROCEEDINGS OF THE TWELFTH EUROPEAN CONFERENCE ON COMPUTER SYSTEMS (EUROSYS 2017) • 589-604 Harlap A, Tumanov A, Chung A, Ganger GR, Gibbons PB
Conference Provably Efficient Scheduling of Dynamically Allocating Programs on Parallel Cache Hierarchies 2017 • 2017 IEEE 24TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING (HIPC) • 124-133 Blelloch GE, Gibbons PB, Simhadri HV
Conference Addressing the straggler problem for iterative convergent parallel ML 2016 • PROCEEDINGS OF THE SEVENTH ACM SYMPOSIUM ON CLOUD COMPUTING (SOCC 2016) • 98-111 Harlap A, Cui H, Dai W, Wei J, Ganger GR, Gibbons PB
Journal Article Buddy-RAM: Improving the Performance and Efficiency of Bulk Bitwise Operations Using DRAM 2016 Seshadri V, Lee D, Mullins T, Hassan H, Boroumand A, Kim J, Kozuch MA, Mutlu O, Gibbons PB, Mowry TC
Chapter Distinct-Values Estimation over Data Streams 2016 • DATA STREAM MANAGEMENT: PROCESSING HIGH-SPEED DATA STREAMS • 121-147 Gibbons PB
Journal Article Efficient algorithms with asymmetric read and write costs 2016 • Leibniz International Proceedings in Informatics • 57: Blelloch GE, Fineman JT, Gibbons PB, Gu Y, Shun J
Journal Article Experimental analysis of space-bounded schedulers 2016 • ACM Transactions on Parallel Computing • 3(1): Simhadri HV, Blelloch GE, Fineman JT, Gibbons PB, Kyrola A
Conference GeePS: Scalable deep learning on distributed GPUs with a GPU-specialized parameter server 2016 • PROCEEDINGS OF THE ELEVENTH EUROPEAN CONFERENCE ON COMPUTER SYSTEMS, (EUROSYS 2016) Cui H, Zhang H, Ganger GR, Gibbons PB, Xing EP
Conference How Emerging Memory Technologies Will Have You Rethinking Algorithm Design 2016 • PROCEEDINGS OF THE 2016 ACM SYMPOSIUM ON PRINCIPLES OF DISTRIBUTED COMPUTING (PODC'16) • 303-303 Gibbons PB
Journal Article Page overlays 2016 • Computer architecture news • 43(3S):79-91 Seshadri V, Pekhimenko G, Ruwase O, Mutlu O, Gibbons PB, Kozuch MA, Mowry TC, Chilimbi T
Conference Parallel algorithms for asymmetric read-write costs 2016 • Annual ACM Symposium on Parallelism in Algorithms and Architectures • 11-13-July-2016:145-156 Ben-David N, Blelloch GE, Fineman JT, Gibbons PB, Gu Y, McGuffey C, Shun J
Preprint Sorting with Asymmetric Read and Write Costs 2016 Blelloch GE, Fineman JT, Gibbons PB, Gu Y, Shun J
Conference Zorua: A Holistic Approach to Resource Virtualization in GPUs 2016 • Micro -Annual Workshop then Annual International Symposium- Vijaykumar N, Hsieh K, Pekhimenko G, Khan S, Shrestha A, Ghose S, Jog A, Gibbons PB, Mutlu O
Conference Bandwidth-Efficient Distributed <i>k</i>-Nearest-Neighbor Search with Dynamic Time Warping 2015 • PROCEEDINGS 2015 IEEE INTERNATIONAL CONFERENCE ON BIG DATA • 551-560 Hsu C-C, Kung P-H, Yeh M-Y, Lin S-D, Gibbons PB
Conference Communication-efficient multi-view keyframe extraction in distributed video sensors 2015 • 2014 IEEE Visual Communications and Image Processing Conference, VCIP 2014 • 13-16 Ou SH, Lu YC, Wang JP, Chien SY, Lin SD, Yeti MY, Lee CH, Gibbons PB, Somayazulu VS, Chen YK