Jesse G. Beu

Publication Activity (10 Years)

Years Active: 2005-2021
Publications (10 Years): 20

Top Topics

Image Compression

Formal Verification

Kronecker Product

Top Venues

AIChallengeIoT@SenSys

EMC2@HPCA/CVPR/ISCA

Publications

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 (2021)
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)
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) (2021)
Dibakar Gope, Jesse G. Beu, Matthew Mattina
High Throughput Matrix-Matrix Multiplication between Asymmetric Bit-Width Operands. CoRR (2020)
Xueqin Huang, Urmish Thakker, Dibakar Gope, Jesse G. Beu
Pushing the Envelope of Dynamic Spatial Gating technologies. AIChallengeIoT@SenSys (2020)
Urmish Thakker, Paul N. Whatmough, Matthew Mattina, Jesse G. Beu
Compressing Language Models using Doped Kronecker Products. CoRR (2020)
Ravi Raju, Dibakar Gope, Urmish Thakker, Jesse G. Beu
Understanding the Impact of Dynamic Channel Pruning on Conditionally Parameterized Convolutions. AIChallengeIoT@SenSys (2020)
Urmish Thakker, Jesse G. Beu, Dibakar Gope, Ganesh Dasika, Matthew Mattina
Rank and run-time aware compression of NLP Applications. CoRR (2020)
Urmish Thakker, Jesse G. Beu, Dibakar Gope, Ganesh Dasika, Matthew Mattina
Rank and run-time aware compression of NLP Applications. SustaiNLP@EMNLP (2020)
Dibakar Gope, Jesse G. Beu, Urmish Thakker, Matthew Mattina
Ternary MobileNets via Per-Layer Hybrid Filter Banks. CVPR Workshops (2020)
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 (2019)
Dibakar Gope, Jesse G. Beu, Urmish Thakker, Matthew Mattina
Ternary MobileNets via Per-Layer Hybrid Filter Banks. CoRR (2019)
Jin Tao, Urmish Thakker, Ganesh Dasika, Jesse G. Beu
Skipping RNN State Updates without Retraining the Original Model. SenSys-ML (2019)
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)
Urmish Thakker, Igor Fedorov, Jesse G. Beu, Dibakar Gope, Chu Zhou, Ganesh Dasika, Matthew Mattina
Pushing the limits of RNN Compression. CoRR (2019)
Urmish Thakker, Igor Fedorov, Jesse G. Beu, Dibakar Gope, Chu Zhou, Ganesh Dasika, Matthew Mattina
Pushing the limits of RNN Compression. EMC2@NeurIPS (2019)
Urmish Thakker, Jesse G. Beu, Dibakar Gope, Ganesh Dasika, Matthew Mattina
Run-Time Efficient RNN Compression for Inference on Edge Devices. CoRR (2019)
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)
Urmish Thakker, Ganesh Dasika, Jesse G. Beu, Matthew Mattina
Measuring scheduling efficiency of RNNs for NLP applications. CoRR (2019)
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 (2019)
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)
Jesse G. Beu, Jason A. Poovey, Eric R. Hein, Thomas M. Conte
High-speed formal verification of heterogeneous coherence hierarchies. HPCA (2013)
Paul D. Bryan, Jason A. Poovey, Jesse G. Beu, Thomas M. Conte
Accelerating Multi-threaded Application Simulation through Barrier-Interval Time-Parallelism. MASCOTS (2012)
Jun Wang, Jesse G. Beu, Sudhakar Yalamanchili, Tom Conte
Designing Configurable, Modifiable and Reusable Components for Simulation of Multicore Systems. SC Companion (2012)
Rishiraj A. Bheda, Jesse G. Beu, Brian P. Railing, Thomas M. Conte
Extrapolation Pitfalls When Evaluating Limited Endurance Memory. MASCOTS (2012)
Jesse G. Beu, Michel C. Rosier, Thomas M. Conte
Manager-client pairing: a framework for implementing coherence hierarchies. MICRO (2011)
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)
Saurabh Sharma, Jesse G. Beu, Thomas M. Conte
Spectral prefetcher: An effective mechanism for L2 cache prefetching. ACM Trans. Archit. Code Optim. 2 (4) (2005)