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ACT Lab
Alternative Computing Technologies (
ACT
) Lab
School of Computer Science
Georgia Institute of Technology
Recent Publications:
From High-Level Deep Neural Models to FPGAs
, MICRO, 2016
Towards Statistical Guarantees in Controlling Quality Tradeoffs for Approximate Acceleration
, ISCA, 2016
AxGames: Towards Crowdsourcing Quality Target Determination in Approximate Computing
, ASPLOS, 2016
DNNWEAVER: From High-Level Deep Network Models to FPGA Acceleration
, Workshop on Cognitive Architectures (CogArch) in conjunction with ASPLOS, 2016
TABLA: A Unified Template-Based Framework for Accelerating Statistical Machine Learning
, HPCA, 2016
(Distinguished Paper Award)
GRATER: An Approximation Workflow for Exploiting Data-Level Parallelism in FPGA Acceleration
, DATE, 2016
RFVP: Rollback-Free Value Prediction with Safe-to-Approximate Loads
, ACM TACO and HiPEAC, 2015
TABLA: A Unified Template-based Framework for Accelerating Statistical Machine Learning
, SCS Technical Report, GT-CS-15-07, Georgia Institute of Technology, September, 2015
Mitigating the Memory Bottleneck with Approximate Load Value Prediction
, IEEE Design & Test, 2015
Neural Acceleration for GPU Throughput Processors
, MICRO, 2015
FlexJava: Language Support for Safe and Modular Approximate Programming
, FSE, 2015
Axilog: Abstractions for Approximate Hardware Design and Reuse
, IEEE Micro, special issue on Alternative Computing Designs and Technologies, 2015; COMING SOON
Prediction-Based Quality Control for Approximate Accelerators
, Workshop on Approximate Computing Across the System Stack (WACAS) in conjunction with ASPLOS, 2015
SNNAP: Approximate Computing on Programmable SoCs via Neural Acceleration
, HPCA, 2015
Axilog: Language Support for Approximate Hardware Design
, DATE, 2015
ExpAX: A Framework for Automating Approximate Programming
, SCS Technical Report, GT-CS-14-05, Georgia Institute of Technology, July, 2014
Rollback-Free Value Prediction for Approximate Loads
, PACT, 2014
General-Purpose Code Acceleration with Limited-Precision Analog Computation
, ISCA, 2014
A Reconfigurable Fabric for Accelerating Large-Scale Datacenter Services
, ISCA, 2014
Methodical Approximate Hardware Design and Reuse
, Workshop on Approximate Computing Across the System Stack (WACAS) in conjunction with ASPLOS, 2014
Toward General-Purpose Code Acceleration with Analog Computation
, Workshop on Approximate Computing Across the System Stack (WACAS) in conjunction with ASPLOS, 2014
Expectation-Oriented Framework for Automating Approximate Programming
, Workshop on Approximate Computing Across the System Stack (WACAS) in conjunction with ASPLOS, 2014
Bio-Accelerators: Bridging Biology and Silicon for General-Purpose Computing
, Wild and Crazy Ideas (WACI) in conjunction with ASPLOS, 2014
Expectation-Oriented Framework for Automating Approximate Programming
, SCS Technical Report, GT-CS-13-07, Georgia Institute of Technology, December, 2013
Neural Acceleration for General-Purpose Approximate Programs
, IEEE Micro Top Picks, 2013 (original in
MICRO '12
)
Power Challenges May End the Multicore Era
, Communication of the ACM (CACM) Research Highlights, 2013 (
Pradip Bose's
perspective
on our paper
)
How to Implement Effective Prediction and Forwarding for Fusable Dynamic Multicore Architectures
, HPCA, 2013
Neural Acceleration for General-Purpose Approximate Programs
, MICRO, 2012 (
selected for Communications of the ACM Research Highlights and IEEE Micro Top Picks
)
Multicore Model from Abstract Single Core Inputs
, Computer Architecture Letters (CAL), 2012
Power Limitations and Dark Silicon Challenge the Future of Multicore
, ACM Transaction on Computer Systems (TOCS), 2012 (invited, original in
ISCA '11
)
Looking Back and Looking Forward: Power, Performance, and Upheaval
, Communications of the ACM (CACM) Research Highlights, 2012 (
David Patterson's
perspective
on our paper
)
Addressing Dark Silicon Challenges with Disciplined Approximate Computing
, Dark Silicon (DaSi) Workshop, 2012
Toward Neural Acceleration for General-Purpose Approximate Programs
, Workshop on Energy-Efficient Design (WEED), 2012
Dark Silicon and the End of Multicore Scaling
, IEEE Micro Top Picks 2012 (original in
ISCA '11
)
What Is Happening to Power, Performance, and Software?
, IEEE Micro Top Picks from the 2011 Computer Architecture Conferences, 2012 (original in
ASPLOS '11
)
Architecture Support for Disciplined Approximate Programming
, ASPLOS, 2012
Dark Silicon and the End of Multicore Scaling
, ISCA, 2011 (
selected for Communications of the ACM Research Highlights and IEEE Micro Top Picks
)
Looking Back on the Language and Hardware Revolution: Measured Power, Performance, and Scaling
, ASPLOS, 2011
(Measurement Data
) (
selected for Communications of the ACM Research Highlights and IEEE Micro Top Picks
)