A new approach to the maximum flow problem
STOC '86 Proceedings of the eighteenth annual ACM symposium on Theory of computing
Complexity-effective superscalar processors
Proceedings of the 24th annual international symposium on Computer architecture
Energy-efficient signal processing via algorithmic noise-tolerance
ISLPED '99 Proceedings of the 1999 international symposium on Low power electronics and design
Theory of Inexact Krylov Subspace Methods and Applications to Scientific Computing
SIAM Journal on Scientific Computing
Razor: A Low-Power Pipeline Based on Circuit-Level Timing Speculation
Proceedings of the 36th annual IEEE/ACM International Symposium on Microarchitecture
Opportunities and challenges for better than worst-case design
Proceedings of the 2005 Asia and South Pacific Design Automation Conference
Paceline: Improving Single-Thread Performance in Nanoscale CMPs through Core Overclocking
PACT '07 Proceedings of the 16th International Conference on Parallel Architecture and Compilation Techniques
Selective wordline voltage boosting for caches to manage yield under process variations
Proceedings of the 46th Annual Design Automation Conference
International Journal of High Performance Computing Applications
Robust Stochastic Approximation Approach to Stochastic Programming
SIAM Journal on Optimization
Recovery-driven design: a power minimization methodology for error-tolerant processor modules
Proceedings of the 47th Design Automation Conference
Proceedings of the 47th Design Automation Conference
Scalable stochastic processors
Proceedings of the Conference on Design, Automation and Test in Europe
Slack redistribution for graceful degradation under voltage overscaling
Proceedings of the 2010 Asia and South Pacific Design Automation Conference
Architecting processors to allow voltage/reliability tradeoffs
CASES '11 Proceedings of the 14th international conference on Compilers, architectures and synthesis for embedded systems
Incorrect systems: it's not the problem, it's the solution
Proceedings of the 49th Annual Design Automation Conference
What to do about the end of Moore's law, probably!
Proceedings of the 49th Annual Design Automation Conference
Ten Years of Building Broken Chips: The Physics and Engineering of Inexact Computing
ACM Transactions on Embedded Computing Systems (TECS) - Special Section on Probabilistic Embedded Computing
A survey of cross-layer power-reliability tradeoffs in multi and many core systems-on-chip
Microprocessors & Microsystems
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As device sizes shrink, device-level manufacturing challenges have led to increased variability in physical circuit characteristics. Exponentially increasing circuit density has not only brought about concerns in the reliable manufacturing of circuits, but has also exaggerated variations in dynamic circuit behavior. The resulting uncertainty in performance, power, and reliability imposed by compounding static and dynamic non-determinism threatens to halt the continuation of Moore's law, which has been arguably the primary driving force behind technology and innovation for decades. As the marginal benefits of technology scaling continue to languish, a new vision for stochastic computing has begun to emerge. Rather than hiding variations under expensive guardbands, designers have begun to relax traditional correctness constraints and deliberately expose hardware variability to higher levels of the compute stack, thus tapping into potentially significant performance and energy benefits, while exploiting software and hardware error resilience to tolerate errors. In this paper, we present our vision for design, architecture, compiler, and application-level stochastic computing techniques that embrace errors in order to ensure the continued viability of semiconductor scaling.