David J. Lilja

ORCID

Publication Activity (10 Years)

Years Active: 1988-2022
Publications (10 Years): 55

Top Venues

IEEE Trans. Very Large Scale Integr. Syst.

ISQED

NAS

ICCD

Publications

Jinfeng Yang, Bingzhe Li, Jianjun Yuan, Zhaoyan Shen, Hung-Chang Du, David J. Lilja
Work-in-Progress: ExpCache: Online-Learning based Cache Replacement Policy for Non-Volatile Memory. CASES (2022)
Jinfeng Yang, Bingzhe Li, David J. Lilja
HeuristicDB: a hybrid storage database system using a non-volatile memory block device. SYSTOR (2021)
Yectli A. Huerta, David J. Lilja
Analysis of a ThunderX2 System Using Top-Down and Purchasing Power Parity Methods. PEARC (2021)
M. Hassan Najafi, David J. Lilja
High Quality Down-Sampling for Deterministic Approaches to Stochastic Computing. IEEE Trans. Emerg. Top. Comput. 9 (1) (2021)
Yectli A. Huerta, Brent Swartz, David J. Lilja
Enhancing the Top-Down Microarchitectural Analysis Method Using Purchasing Power Parity Theory. LCPC (2020)
M. Hassan Najafi, S. Rasoul Faraji, Kia Bazargan, David J. Lilja
Energy-Efficient Pulse-Based Convolution for Near-Sensor Processing. ISCAS (2020)
Yaobin Qin, David J. Lilja
AdaEmb-Encoder: Adaptive Embedding Spatial Encoder-Based Deduplication for Backing Up Classifier Training Data. IPCCC (2020)
Yaobin Qin, Xianbo Zhang, David J. Lilja
PBCCF: Accelerated Deduplication by Prefetching Backup Content Correlated Fingerprints. ICCD (2020)
Jinfeng Yang, Bingzhe Li, David J. Lilja
Exploring Performance Characteristics of the Optane 3D Xpoint Storage Technology. ACM Trans. Model. Perform. Evaluation Comput. Syst. 5 (1) (2020)
Qianqian Fan, David J. Lilja, Sachin S. Sapatnekar
Adaptive-Length Coding of Image Data for Low-Cost Approximate Storage. IEEE Trans. Computers 69 (2) (2020)
M. Hassan Najafi, Devon Jenson, David J. Lilja, Marc D. Riedel
Performing Stochastic Computation Deterministically. ISCAS (2020)
Yaobin Qin, Brandon Hoffmann, Yuwei Wang, David J. Lilja
Exploring A Forecasting Structure for the Capacity Usage in Backup Storage Systems. UEMCON (2019)
M. Hassan Najafi, S. Rasoul Faraji, Bingzhe Li, David J. Lilja, Kia Bazargan
Accelerating Deterministic Bit-Stream Computing with Resolution Splitting. ISQED (2019)
Qianqian Fan, David J. Lilja, Sachin S. Sapatnekar
Using DCT-based Approximate Communication to Improve MPI Performance in Parallel Clusters. IPCCC (2019)
M. Hassan Najafi, Devon Jenson, David J. Lilja, Marc D. Riedel
Performing Stochastic Computation Deterministically. IEEE Trans. Very Large Scale Integr. Syst. 27 (12) (2019)
M. Hassan Najafi, S. Rasoul Faraji, Kia Bazargan, David J. Lilja
Energy-Efficient Near-Sensor Convolution using Pulsed Unary Processing. ASAP (2019)
Bingzhe Li, Yaobin Qin, Bo Yuan, David J. Lilja
Neural Network Classifiers Using a Hardware-Based Approximate Activation Function with a Hybrid Stochastic Multiplier. ACM J. Emerg. Technol. Comput. Syst. 15 (1) (2019)
S. Rasoul Faraji, M. Hassan Najafi, Bingzhe Li, David J. Lilja, Kia Bazargan
Energy-Efficient Convolutional Neural Networks with Deterministic Bit-Stream Processing. DATE (2019)
Bingzhe Li, M. Hassan Najafi, David J. Lilja
Low-Cost Stochastic Hybrid Multiplier for Quantized Neural Networks. ACM J. Emerg. Technol. Comput. Syst. 15 (2) (2019)
Bingzhe Li, Jiaxi Hu, M. Hassan Najafi, Steven J. Koester, David J. Lilja
Low Cost Hybrid Spin-CMOS Compressor for Stochastic Neural Networks. ACM Great Lakes Symposium on VLSI (2019)
Bingzhe Li, Hao Wen, Farnaz Toussi, Clark Anderson, Bernard A. King-Smith, David J. Lilja, David H. C. Du
NetStorage: A synchronized trace-driven replayer for network-storage system evaluation. Perform. Evaluation 130 (2019)
Bingzhe Li, Chunhua Deng, Jinfeng Yang, David J. Lilja, Bo Yuan, David H. C. Du
HAML-SSD: A Hardware Accelerated Hotness-Aware Machine Learning based SSD Management. ICCAD (2019)
Yaobin Qin, Bingzhe Li, David J. Lilja
Enhancing the Ensemble of Exemplar-SVMs for Binary Classification Using Concurrent Selection and Ensemble Learning. UEMCON (2018)
Amogh Katti, David J. Lilja
Efficient and Fast Approximate Consensus with Epidemic Failure Detection at Extreme Scale. PDP (2018)
Bingzhe Li, Meng Yang, Soheil Mohajer, Weikang Qian, David J. Lilja
Tier-Code: An XOR-Based RAID-6 Code with Improved Write and Degraded-Mode Read Performance. NAS (2018)
Filipe Betzel, S. Karen Khatamifard, Harini Suresh, David J. Lilja, John Sartori, Ulya R. Karpuzcu
Approximate Communication: Techniques for Reducing Communication Bottlenecks in Large-Scale Parallel Systems. ACM Comput. Surv. 51 (1) (2018)
Jinfeng Yang, David J. Lilja
Reducing Relational Database Performance Bottlenecks Using 3D XPoint Storage Technology. TrustCom/BigDataSE (2018)
M. Hassan Najafi, David J. Lilja, Marc D. Riedel
Deterministic methods for stochastic computing using low-discrepancy sequences. ICCAD (2018)
Meng Yang, Bingzhe Li, David J. Lilja, Bo Yuan, Weikang Qian
Towards Theoretical Cost Limit of Stochastic Number Generators for Stochastic Computing. ISVLSI (2018)
Cong Ma, David J. Lilja
Parallel implementation of finite state machines for reducing the latency of stochastic computing. ISQED (2018)
Almutaz Adileh, David J. Lilja, Lieven Eeckhout
Architectural Support for Probabilistic Branches. MICRO (2018)
Bingzhe Li, M. Hassan Najafi, Bo Yuan, David J. Lilja
Quantized neural networks with new stochastic multipliers. ISQED (2018)
M. Hassan Najafi, David J. Lilja, Marc D. Riedel, Kia Bazargan
Low-Cost Sorting Network Circuits Using Unary Processing. IEEE Trans. Very Large Scale Integr. Syst. 26 (8) (2018)
S. Karen Khatamifard, M. Hassan Najafi, Ali Ghoreyshi, Ulya R. Karpuzcu, David J. Lilja
On Memory System Design for Stochastic Computing. IEEE Comput. Archit. Lett. 17 (2) (2018)
Yaobin Qin, Brandon Hoffmann, David J. Lilja
HyperProtect: Enhancing the Performance of a Dynamic Backup System Using Intelligent Scheduling. IPCCC (2018)
Joseph M. Myre, Erich Frahm, David J. Lilja, Martin O. Saar
TNT: A Solver for Large Dense Least-Squares Problems that Takes Conjugate Gradient from Bad in Theory, to Good in Practice. IPDPS Workshops (2018)
Cong Ma, William Tuohy, David J. Lilja
Impact of spintronic memory on multicore cache hierarchy design. IET Comput. Digit. Tech. 11 (2) (2017)
Qianqian Fan, Sachin S. Sapatnekar, David J. Lilja
Cost-quality trade-offs of approximate memory repair mechanisms for image data. ISQED (2017)
S. Karen Khatamifard, M. Hassan Najafi, Ali Ghoreyshi, Ulya R. Karpuzcu, David J. Lilja
On Memory System Design for Stochastic Computing. CoRR (2017)
M. Hassan Najafi, David J. Lilja
High-speed stochastic circuits using synchronous analog pulses. ASP-DAC (2017)
Bingzhe Li, Farnaz Toussi, Clark Anderson, David J. Lilja, David H. C. Du
TraceRAR: An I/O Performance Evaluation Tool for Replaying, Analyzing, and Regenerating Traces. NAS (2017)
Joe M. Myre, Erich Frahm, David J. Lilja, Martin O. Saar
TNT-NN: A Fast Active Set Method for Solving Large Non-Negative Least Squares Problems. ICCS (2017)
Lian Huai, Peng Li, Gerald E. Sobelman, David J. Lilja
Stochastic computing implementation of trigonometric and hyperbolic functions. ASICON (2017)
M. Hassan Najafi, David J. Lilja, Marc D. Riedel, Kia Bazargan
Polysynchronous Clocking: Exploiting the Skew Tolerance of Stochastic Circuits. IEEE Trans. Computers 66 (10) (2017)
M. Hassan Najafi, Peng Li, David J. Lilja, Weikang Qian, Kia Bazargan, Marc D. Riedel
A Reconfigurable Architecture with Sequential Logic-Based Stochastic Computing. ACM J. Emerg. Technol. Comput. Syst. 13 (4) (2017)
Bingzhe Li, Yaobin Qin, Bo Yuan, David J. Lilja
Neural Network Classifiers Using Stochastic Computing with a Hardware-Oriented Approximate Activation Function. ICCD (2017)
M. Hassan Najafi, Shiva Jamali-Zavareh, David J. Lilja, Marc D. Riedel, Kia Bazargan, Ramesh Harjani
An Overview of Time-Based Computing with Stochastic Constructs. IEEE Micro 37 (6) (2017)
Yectli A. Huerta, Brent Swartz, David J. Lilja
Determining work partitioning on closely coupled heterogeneous computing systems using statistical design of experiments. IISWC (2017)
M. Hassan Najafi, David J. Lilja, Marc D. Riedel, Kia Bazargan
Power and Area Efficient Sorting Networks Using Unary Processing. ICCD (2017)
Manas Minglani, Jim Diehl, Xiang Cao, Bingzhe Li, Dongchul Park, David J. Lilja, David H. C. Du
Kinetic Action: Performance Analysis of Integrated Key-Value Storage Devices vs. LevelDB Servers. ICPADS (2017)
M. Hassan Najafi, Shiva Jamali-Zavareh, David J. Lilja, Marc D. Riedel, Kia Bazargan, Ramesh Harjani
Time-Encoded Values for Highly Efficient Stochastic Circuits. IEEE Trans. Very Large Scale Integr. Syst. 25 (5) (2017)
M. Hassan Najafi, David J. Lilja, Marc D. Riedel, Kia Bazargan
Polysynchronous stochastic circuits. ASP-DAC (2016)
Bingzhe Li, Manas Minglani, David J. Lilja
Ps-Code: A New Code for Improved Degraded Mode Read and Write Performance of RAID Systems. NAS (2016)
Bingzhe Li, M. Hassan Najafi, David J. Lilja
Using Stochastic Computing to Reduce the Hardware Requirements for a Restricted Boltzmann Machine Classifier. FPGA (2016)
M. Hassan Najafi, David J. Lilja
A High-Capacity Separable Reversible Method for Hiding Multiple Messages in Encrypted Images. CoRR (2016)
Manas Minglani, Ashwin Nagarajan, Sneha Deshapande, Luke R. Everson, David J. Lilja
Design space exploration for efficient computing in Solid State drives with the Storage Processing Unit. NAS (2015)
Bingzhe Li, M. Hassan Najafi, David J. Lilja
An FPGA implementation of a Restricted Boltzmann Machine classifier using stochastic bit streams. ASAP (2015)
M. Hassan Najafi, Anirudh Murali, David J. Lilja, John Sartori
GPU-Accelerated Nick Local Image Thresholding Algorithm. ICPADS (2015)
Yuan Ji, Feng Ran, Cong Ma, David J. Lilja
A hardware implementation of a radial basis function neural network using stochastic logic. DATE (2015)
David J. Lilja
Introduction. ACM Trans. Parallel Comput. 1 (1) (2014)
Peng Li, David J. Lilja, Weikang Qian, Kia Bazargan, Marc D. Riedel
Computation on Stochastic Bit Streams Digital Image Processing Case Studies. IEEE Trans. Very Large Scale Integr. Syst. 22 (3) (2014)
Peng Li, David J. Lilja, Weikang Qian, Marc D. Riedel, Kia Bazargan
Logical Computation on Stochastic Bit Streams with Linear Finite-State Machines. IEEE Trans. Computers 63 (6) (2014)
William Tuohy, Cong Ma, Pushkar Nandkar, Nishant Borse, David J. Lilja
Improving Energy and Performance with Spintronics Caches in Multicore Systems. Euro-Par Workshops (2) (2014)
Naman Saraf, Kia Bazargan, David J. Lilja, Marc D. Riedel
IIR filters using stochastic arithmetic. DATE (2014)
Keerthi Palanivell, Kingsum Chow, Khun Ban, David J. Lilja
A Stepwise Approach to Software-Hardware Performance Co-optimization Using Design of Experiments. Int. CMG Conference (2013)
David J. Lilja, Raffaela Mirandola
Introduction to the theme issue on performance modeling. Softw. Syst. Model. 12 (4) (2013)
Ding Liu, Ruixuan Li, David J. Lilja, Weijun Xiao
A divide-and-conquer approach for solving singular value decomposition on a heterogeneous system. Conf. Computing Frontiers (2013)
Naman Saraf, Kia Bazargan, David J. Lilja, Marc D. Riedel
Stochastic functions using sequential logic. ICCD (2013)
Weijun Xiao, Peng Li, David J. Lilja
Comparing the performance of stochastic simulation on GPUs and OpenMP. Int. J. Comput. Sci. Eng. 8 (1) (2013)
Peng Li, David J. Lilja
Accelerating the performance of stochastic encoding-based computations by sharing bits in consecutive bit streams. ASAP (2013)
Peng Li, Kevin Gomez, David J. Lilja
Exploiting free silicon for energy-efficient computing directly in NAND flash-based solid-state storage systems. HPEC (2013)
Peng Li, Kevin Gomez, David J. Lilja
Design of a storage processing unit. PACT (2012)
Jiaxi Hu, Zhaosen Wang, Qiyuan Qiu, Weijun Xiao, David J. Lilja
Sparse Fast Fourier Transform on GPUs and Multi-core CPUs. SBAC-PAD (2012)
Peng Li, Weikang Qian, David J. Lilja, Kia Bazargan, Marc D. Riedel
Case Studies of Logical Computation on Stochastic Bit Streams. PATMOS (2012)
Peng Li, David J. Lilja, Weikang Qian, Kia Bazargan, Marc D. Riedel
The synthesis of complex arithmetic computation on stochastic bit streams using sequential logic. ICCAD (2012)
Weijun Xiao, Xiaoqiang Lei, Ruixuan Li, Nohhyun Park, David J. Lilja
PASS: A Hybrid Storage System for Performance-Synchronization Tradeoffs Using SSDs. ISPA (2012)
Shruti Patil, Min-Woo Jang, Chia-Ling Chen, Dongjin Lee, Zhijang Ye, Walter E. Partlo, David J. Lilja, Stephen A. Campbell, Tianhong Cui
Weighted area technique for electromechanically enabled logic computation with cantilever-based NEMS switches. DATE (2012)
Peng Li, Weikang Qian, Marc D. Riedel, Kia Bazargan, David J. Lilja
The synthesis of linear Finite State Machine-based Stochastic Computational Elements. ASP-DAC (2012)
Nohhyun Park, Irfan Ahmad, David J. Lilja
Romano: autonomous storage management using performance prediction in multi-tenant datacenters. SoCC (2012)
Weikang Qian, Chen Wang, Peng Li, David J. Lilja, Kia Bazargan, Marc D. Riedel
An efficient implementation of numerical integration using logical computation on stochastic bit streams. ICCAD (2012)
Zhe Zhang, Weijun Xiao, Nohhyun Park, David J. Lilja
Memory module-level testing and error behaviors for phase change memory. ICCD (2012)
Peng Li, Weikang Qian, David J. Lilja
A stochastic reconfigurable architecture for fault-tolerant computation with sequential logic. ICCD (2012)
Shruti R. Patil, David J. Lilja
A programmable and scalable technique to design spintronic logic circuits based on magnetic tunnel junctions. ACM Great Lakes Symposium on VLSI (2011)
Peng Li, David J. Lilja
A low power fault-tolerance architecture for the kernel density estimation based image segmentation algorithm. ASAP (2011)
Peng Li, David J. Lilja
Using stochastic computing to implement digital image processing algorithms. ICCD (2011)
Weikang Qian, Xin Li, Marc D. Riedel, Kia Bazargan, David J. Lilja
An Architecture for Fault-Tolerant Computation with Stochastic Logic. IEEE Trans. Computers 60 (1) (2011)
Biplob K. Debnath, Sudipta Sengupta, Jin Li, David J. Lilja, David Hung-Chang Du
BloomFlash: Bloom Filter on Flash-Based Storage. ICDCS (2011)
Shruti Patil, David J. Lilja
Performing bitwise logic operations in cache using spintronics-based magnetic tunnel junctions. Conf. Computing Frontiers (2011)
Biplob K. Debnath, Krishnan Srinivasan, Weijun Xiao, David J. Lilja, David H. C. Du
Sampling-based garbage collection metadata management scheme for flash-based storage. MSST (2011)
Yocheved Dotan, Nadav Levison, David J. Lilja
Fault tolerance for nanotechnology devices at the bit and module levels with history index of correct computation. IET Comput. Digit. Tech. 5 (4) (2011)
Joe Myre, Stuart D. C. Walsh, David J. Lilja, Martin O. Saar
Performance analysis of single-phase, multiphase, and multicomponent lattice-Boltzmann fluid flow simulations on GPU clusters. Concurr. Comput. Pract. Exp. 23 (4) (2011)
Biplob K. Debnath, Mohamed F. Mokbel, David J. Lilja, David H. C. Du
Deferred updates for flash-based storage. MSST (2010)
Shruti Patil, Andrew Lyle, Jonathan D. Harms, David J. Lilja, Jianping Wang
Spintronic logic gates for spintronic data using magnetic tunnel junctions. ICCD (2010)
Shruti R. Patil, David J. Lilja
Using Resampling Techniques to Compute Confidence Intervals for the Harmonic Mean of Rate-Based Performance Metrics. IEEE Comput. Archit. Lett. 9 (1) (2010)
Eric Seppanen, Matthew T. O'Keefe, David J. Lilja
High performance solid state storage under Linux. MSST (2010)
Nohhyun Park, David J. Lilja
Characterizing datasets for data deduplication in backup applications. IISWC (2010)
Haowei Bai, David J. Lilja, Mohammed Atiquzzaman
Cross-layer speculative architecture for end systems and gateways in computer networks with lossy links. Wirel. Networks 16 (6) (2010)
Weikang Qian, Marc D. Riedel, Kia Bazargan, David J. Lilja
The synthesis of combinational logic to generate probabilities. ICCAD (2009)
Biplob K. Debnath, Sunil Subramanya, David Hung-Chang Du, David J. Lilja
Large Block CLOCK (LB-CLOCK): A write caching algorithm for solid state disks. MASCOTS (2009)
Xin Li, Weikang Qian, Marc D. Riedel, Kia Bazargan, David J. Lilja
A reconfigurable stochastic architecture for highly reliable computing. ACM Great Lakes Symposium on VLSI (2009)

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Publication Activity (10 Years)

Top Topics

Top Venues

David J. Lilja