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ORCIDJesse G. Beu
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2020 – today
- 2021
[j2]Urmish Thakker, Igor Fedorov, Chu Zhou, Dibakar Gope, Matthew Mattina, Ganesh Dasika, Jesse G. Beu:
Compressing RNNs to Kilobyte Budget for IoT Devices Using Kronecker Products. ACM J. Emerg. Technol. Comput. Syst. 17(4): 46:1-46:18 (2021)- [c16]Urmish Thakker, Paul N. Whatmough, Zhi Gang Liu, Matthew Mattina, Jesse G. Beu:
Doping: A technique for Extreme Compression of LSTM Models using Sparse Structured Additive Matrices. MLSys 2021 - [i10]Urmish Thakker, Paul N. Whatmough, Zhi Gang Liu, Matthew Mattina, Jesse G. Beu:
Doping: A technique for efficient compression of LSTM models using sparse structured additive matrices. CoRR abs/2102.07071 (2021) - 2020
- [c15]Dibakar Gope, Jesse G. Beu, Urmish Thakker, Matthew Mattina:
Ternary MobileNets via Per-Layer Hybrid Filter Banks. CVPR Workshops 2020: 3036-3046 - [c14]Urmish Thakker, Jesse G. Beu, Dibakar Gope, Ganesh Dasika, Matthew Mattina:
Rank and run-time aware compression of NLP Applications. SustaiNLP@EMNLP 2020: 8-18 - [c13]Xueqin Huang, Urmish Thakker, Dibakar Gope, Jesse G. Beu:
Pushing the Envelope of Dynamic Spatial Gating technologies. AIChallengeIoT@SenSys 2020: 21-26 - [c12]Ravi Raju, Dibakar Gope, Urmish Thakker, Jesse G. Beu:
Understanding the Impact of Dynamic Channel Pruning on Conditionally Parameterized Convolutions. AIChallengeIoT@SenSys 2020: 27-33 - [i9]Urmish Thakker, Paul N. Whatmough, Matthew Mattina, Jesse G. Beu:
Compressing Language Models using Doped Kronecker Products. CoRR abs/2001.08896 (2020) - [i8]Dibakar Gope, Jesse G. Beu, Matthew Mattina:
High Throughput Matrix-Matrix Multiplication between Asymmetric Bit-Width Operands. CoRR abs/2008.00638 (2020) - [i7]Urmish Thakker, Jesse G. Beu, Dibakar Gope, Ganesh Dasika, Matthew Mattina:
Rank and run-time aware compression of NLP Applications. CoRR abs/2010.03193 (2020)
2010 – 2019
- 2019
- [c11]Partha Maji, Andrew Mundy, Ganesh Dasika, Jesse G. Beu, Matthew Mattina, Robert D. Mullins:
Efficient Winograd or Cook-Toom Convolution Kernel Implementation on Widely Used Mobile CPUs. EMC2@HPCA/CVPR/ISCA 2019: 1-5 - [c10]Urmish Thakker, Jesse G. Beu, Dibakar Gope, Ganesh Dasika, Matthew Mattina:
Run-Time Efficient RNN Compression for Inference on Edge Devices. EMC2@HPCA/CVPR/ISCA 2019: 26-30 - [c9]Urmish Thakker, Igor Fedorov, Jesse G. Beu, Dibakar Gope, Chu Zhou, Ganesh Dasika, Matthew Mattina:
Pushing the limits of RNN Compression. EMC2@NeurIPS 2019: 18-21 - [c8]Jin Tao, Urmish Thakker
, Ganesh Dasika, Jesse G. Beu:
Skipping RNN State Updates without Retraining the Original Model. SenSys-ML 2019: 31-36 - [i6]Partha Maji, Andrew Mundy, Ganesh Dasika, Jesse G. Beu, Matthew Mattina, Robert D. Mullins:
Efficient Winograd or Cook-Toom Convolution Kernel Implementation on Widely Used Mobile CPUs. CoRR abs/1903.01521 (2019) - [i5]Urmish Thakker, Ganesh Dasika, Jesse G. Beu, Matthew Mattina:
Measuring scheduling efficiency of RNNs for NLP applications. CoRR abs/1904.03302 (2019) - [i4]Urmish Thakker, Jesse G. Beu, Dibakar Gope, Chu Zhou, Igor Fedorov, Ganesh Dasika, Matthew Mattina:
Compressing RNNs for IoT devices by 15-38x using Kronecker Products. CoRR abs/1906.02876 (2019) - [i3]Urmish Thakker, Jesse G. Beu, Dibakar Gope, Ganesh Dasika, Matthew Mattina:
Run-Time Efficient RNN Compression for Inference on Edge Devices. CoRR abs/1906.04886 (2019) - [i2]Urmish Thakker, Igor Fedorov, Jesse G. Beu, Dibakar Gope, Chu Zhou, Ganesh Dasika, Matthew Mattina:
Pushing the limits of RNN Compression. CoRR abs/1910.02558 (2019) - [i1]Dibakar Gope, Jesse G. Beu, Urmish Thakker, Matthew Mattina:
Ternary MobileNets via Per-Layer Hybrid Filter Banks. CoRR abs/1911.01028 (2019) - 2014
- [c7]Jun Wang, Jesse G. Beu, Rishiraj A. Bheda, Tom Conte, Zhenjiang Dong, Chad D. Kersey, Mitchelle Rasquinha, George F. Riley, William J. Song, He Xiao, Peng Xu, Sudhakar Yalamanchili:
Manifold: A parallel simulation framework for multicore systems. ISPASS 2014: 106-115 - 2013
- [c6]Jesse G. Beu, Jason A. Poovey, Eric R. Hein, Thomas M. Conte:
High-speed formal verification of heterogeneous coherence hierarchies. HPCA 2013: 566-577 - 2012
- [c5]Paul D. Bryan, Jason A. Poovey, Jesse G. Beu, Thomas M. Conte:
Accelerating Multi-threaded Application Simulation through Barrier-Interval Time-Parallelism. MASCOTS 2012: 117-126 - [c4]Rishiraj A. Bheda, Jesse G. Beu, Brian P. Railing, Thomas M. Conte:
Extrapolation Pitfalls When Evaluating Limited Endurance Memory. MASCOTS 2012: 261-268 - [c3]Jun Wang, Jesse G. Beu, Sudhakar Yalamanchili, Tom Conte:
Designing Configurable, Modifiable and Reusable Components for Simulation of Multicore Systems. SC Companion 2012: 472-476 - 2011
- [c2]Rishiraj A. Bheda, Jason A. Poovey, Jesse G. Beu, Thomas M. Conte:
Energy efficient Phase Change Memory based main memory for future high performance systems. IGCC 2011: 1-8 - [c1]Jesse G. Beu, Michel C. Rosier, Thomas M. Conte:
Manager-client pairing: a framework for implementing coherence hierarchies. MICRO 2011: 226-236
2000 – 2009
- 2005
- [j1]Saurabh Sharma, Jesse G. Beu, Thomas M. Conte:
Spectral prefetcher: An effective mechanism for L2 cache prefetching. ACM Trans. Archit. Code Optim. 2(4): 423-450 (2005)
Coauthor Index
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