Empirical model-building and response surface
Empirical model-building and response surface
Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
A language for describing predictors and its application to automatic synthesis
Proceedings of the 24th annual international symposium on Computer architecture
A Statistically Rigorous Approach for Improving Simulation Methodology
HPCA '03 Proceedings of the 9th International Symposium on High-Performance Computer Architecture
Formulation of the Audze--Eglais uniform Latin hypercube design of experiments
Advances in Engineering Software
A First-Order Superscalar Processor Model
Proceedings of the 31st annual international symposium on Computer architecture
Maximizing CMP Throughput with Mediocre Cores
Proceedings of the 14th International Conference on Parallel Architectures and Compilation Techniques
MinneSPEC: A New SPEC Benchmark Workload for Simulation-Based Computer Architecture Research
IEEE Computer Architecture Letters
Efficient design space exploration of high performance embedded out-of-order processors
Proceedings of the conference on Design, automation and test in Europe: Proceedings
Core architecture optimization for heterogeneous chip multiprocessors
Proceedings of the 15th international conference on Parallel architectures and compilation techniques
A performance counter architecture for computing accurate CPI components
Proceedings of the 12th international conference on Architectural support for programming languages and operating systems
Accurate and efficient regression modeling for microarchitectural performance and power prediction
Proceedings of the 12th international conference on Architectural support for programming languages and operating systems
Efficiently exploring architectural design spaces via predictive modeling
Proceedings of the 12th international conference on Architectural support for programming languages and operating systems
Measuring Program Similarity: Experiments with SPEC CPU Benchmark Suites
ISPASS '05 Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2005
Designing heterogeneous embedded network-on-chip platforms with users in mind
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Boosting design space explorations with existing or automatically learned knowledge
MMB'12/DFT'12 Proceedings of the 16th international GI/ITG conference on Measurement, Modelling, and Evaluation of Computing Systems and Dependability and Fault Tolerance
Proceedings of the eighth IEEE/ACM/IFIP international conference on Hardware/software codesign and system synthesis
Microarchitectural design space exploration made fast
Microprocessors & Microsystems
Design-space exploration and runtime resource management for multicores
ACM Transactions on Embedded Computing Systems (TECS) - Special issue on application-specific processors
| Hi-index | 0.00 |
Exponential increases in architectural design complexity threaten to make traditional processor design optimization techniques intractable. Genetically programmed response surfaces (GPRS) address this challenge by transforming the optimization process from a lengthy series of detailed simulations into the tractable formulation and rapid evaluation of a predictive model. We validate GPRS methodology on realistic processor design spaces and compare it to recently proposed techniques for predictive microarchitectural design space exploration.