Randal C. Burns

Orcid: 0000-0002-2924-1997

Affiliations:
  • Johns Hopkins University, Department of Computer Science, Baltimore, MD, USA


According to our database1, Randal C. Burns authored at least 126 papers between 1997 and 2024.

Collaborative distances:
  • Dijkstra number2 of three.
  • Erdős number3 of two.

Timeline

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Bibliography

2024
Masked Matrix Multiplication for Emergent Sparsity.
CoRR, 2024

Edge-Parallel Graph Encoder Embedding.
CoRR, 2024

CPMA: An Efficient Batch-Parallel Compressed Set Without Pointers.
Proceedings of the 29th ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming, 2024

2023
Understanding Patterns of Deep Learning ModelEvolution in Network Architecture Search.
CoRR, 2023

DStore: A Lightweight Scalable Learning Model Repository with Fine-Grain Tensor-Level Access.
Proceedings of the 37th International Conference on Supercomputing, 2023

Understanding Patterns of Deep Learning Model Evolution in Network Architecture Search.
Proceedings of the 30th IEEE International Conference on High Performance Computing, 2023


Optimizing Search Layouts in Packed Memory Arrays.
Proceedings of the Symposium on Algorithm Engineering and Experiments, 2023

2022
Prospective Learning: Back to the Future.
CoRR, 2022

2021
BLOCKSET (Block-Aligned Serialized Trees): Reducing Inference Latency for Tree ensemble Deployment.
Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

Streaming Sparse Graphs using Efficient Dynamic Sets.
Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

2020
Sparse Projection Oblique Randomer Forests.
J. Mach. Learn. Res., 2020

PACSET (Packed Serialized Trees): Reducing Inference Latency for Tree Ensemble Deployment.
CoRR, 2020

Geodesic Forests.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

2019
Towards Marrying Files to Objects.
CoRR, 2019

Graphyti: A Semi-External Memory Graph Library for FlashGraph.
CoRR, 2019

Geodesic Learning via Unsupervised Decision Forests.
CoRR, 2019

clusterNOR: A NUMA-Optimized Clustering Framework.
CoRR, 2019

Forest Packing: Fast Parallel, Decision Forests.
Proceedings of the 2019 SIAM International Conference on Data Mining, 2019

The Case for Dual-access File Systems over Object Storage.
Proceedings of the 11th USENIX Workshop on Hot Topics in Storage and File Systems, 2019

Agni: An Efficient Dual-access File System over Object Storage.
Proceedings of the ACM Symposium on Cloud Computing, SoCC 2019, 2019

2018
Remote visual analysis of large turbulence databases at multiple scales.
J. Parallel Distributed Comput., 2018

FlashR: parallelize and scale R for machine learning using SSDs.
Proceedings of the 23rd ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, 2018

Building NDStore Through Hierarchical Storage Management and Microservice Processing.
Proceedings of the 14th IEEE International Conference on e-Science, 2018

2017
Semi-External Memory Sparse Matrix Multiplication for Billion-Node Graphs.
IEEE Trans. Parallel Distributed Syst., 2017

Whole-brain serial-section electron microscopy in larval zebrafish.
Nat., 2017

Extreme Event Analysis in Next Generation Simulation Architectures.
Proceedings of the High Performance Computing - 32nd International Conference, 2017

knor: A NUMA-Optimized In-Memory, Distributed and Semi-External-Memory k-means Library.
Proceedings of the 26th International Symposium on High-Performance Parallel and Distributed Computing, 2017

2016
FlashMatrix: Parallel, Scalable Data Analysis with Generalized Matrix Operations using Commodity SSDs.
CoRR, 2016

Semi-External Memory Sparse Matrix Multiplication on Billion-node Graphs in a Multicore Architecture.
CoRR, 2016

An SSD-based eigensolver for spectral analysis on billion-node graphs.
CoRR, 2016

NUMA-optimized In-memory and Semi-external-memory Parameterized Clustering.
CoRR, 2016

2015
An Automated Images-to-Graphs Framework for High Resolution Connectomics.
Frontiers Neuroinformatics, 2015

The Johns Hopkins Turbulence Databases: An Open Simulation Laboratory for Turbulence Research.
Comput. Sci. Eng., 2015

Optimize Unsynchronized Garbage Collection in an SSD Array.
CoRR, 2015

Gradient-Domain Fusion for Color Correction in Large EM Image Stacks.
CoRR, 2015

Particle tracking in open simulation laboratories.
Proceedings of the International Conference for High Performance Computing, 2015

FlashGraph: Processing Billion-Node Graphs on an Array of Commodity SSDs.
Proceedings of the 13th USENIX Conference on File and Storage Technologies, 2015

Efficient evaluation of threshold queries of derived fields in a numerical simulation database.
Proceedings of the 18th International Conference on Extending Database Technology, 2015

Streaming Algorithms for Halo Finders.
Proceedings of the 11th IEEE International Conference on e-Science, 2015

VESICLE: Volumetric Evaluation of Synaptic Inferfaces using Computer Vision at Large Scale.
Proceedings of the British Machine Vision Conference 2015, 2015

2014
FlashGraph: Processing Billion-Node Graphs on an Array of Commodity SSDs.
CoRR, 2014

Active Community Detection in Massive Graphs.
CoRR, 2014

Automatic Annotation of Axoplasmic Reticula in Pursuit of Connectomes using High-Resolution Neural EM Data.
CoRR, 2014

Automatic Annotation of Axoplasmic Reticula in Pursuit of Connectomes.
CoRR, 2014

An Automated Images-to-Graphs Pipeline for High Resolution Connectomics.
CoRR, 2014

2013
Flux-freezing breakdown in high-conductivity magnetohydrodynamic turbulence.
Nat., 2013

Gradient-Domain Processing for Large EM Image Stacks.
CoRR, 2013

Inverted indices for particle tracking in petascale cosmological simulations.
Proceedings of the Conference on Scientific and Statistical Database Management, 2013

The open connectome project data cluster: scalable analysis and vision for high-throughput neuroscience.
Proceedings of the Conference on Scientific and Statistical Database Management, 2013

Toward millions of file system IOPS on low-cost, commodity hardware.
Proceedings of the International Conference for High Performance Computing, 2013

MIGRAINE: MRI Graph Reliability Analysis and Inference for Connectomics.
Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013

Computing scalable multivariate glocal invariants of large (brain-) graphs.
Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013

2012
Data-intensive spatial filtering in large numerical simulation datasets.
Proceedings of the SC Conference on High Performance Computing Networking, 2012

A Parallel Page Cache: IOPS and Caching for Multicore Systems.
Proceedings of the 4th USENIX Workshop on Hot Topics in Storage and File Systems, 2012

Rethinking erasure codes for cloud file systems: minimizing I/O for recovery and degraded reads.
Proceedings of the 10th USENIX conference on File and Storage Technologies, 2012

2011
Remote data checking using provable data possession.
ACM Trans. Inf. Syst. Secur., 2011

Where Have You Been? Secure Location Provenance for Mobile Devices
CoRR, 2011

The Life and Death of Unwanted Bits: Towards Proactive Waste Data Management in Digital Ecosystems
CoRR, 2011

I/O streaming evaluation of batch queries for data-intensive computational turbulence.
Proceedings of the Conference on High Performance Computing Networking, 2011

MPI-DB, A Parallel Database Services Software Library for Scientific Computing.
Proceedings of the Recent Advances in the Message Passing Interface, 2011

In Search of I/O-Optimal Recovery from Disk Failures.
Proceedings of the 3rd USENIX Workshop on Hot Topics in Storage and File Systems, 2011

APR-Quad: an update efficient authenticated dictionary for spatial data.
Proceedings of the 4th ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS, 2011

CoScan: cooperative scan sharing in the cloud.
Proceedings of the ACM Symposium on Cloud Computing in conjunction with SOSP 2011, 2011

2010
Guest editorial: FAST'10.
ACM Trans. Storage, 2010

FastAD: an authenticated directory for billions of objects.
ACM SIGOPS Oper. Syst. Rev., 2010

Scientific data management at the Johns Hopkins institute for data intensive engineering and science.
SIGMOD Rec., 2010

Wireless sensor networks for soil science.
Int. J. Sens. Networks, 2010

Security constructs for regulatory-compliant storage.
Commun. ACM, 2010

Organization of Data in Non-convex Spatial Domains.
Proceedings of the Scientific and Statistical Database Management, 2010

JAWS: Job-Aware Workload Scheduling for the Exploration of Turbulence Simulations.
Proceedings of the Conference on High Performance Computing Networking, 2010

Practical protection for personal storage in the cloud.
Proceedings of the Third European Workshop on System Security, 2010

Remote data checking for network coding-based distributed storage systems.
Proceedings of the 2nd ACM Cloud Computing Security Workshop, 2010

2009
CA-NFS: A congestion-aware network file system.
ACM Trans. Storage, 2009

Model-Based Event Detection in Wireless Sensor Networks
CoRR, 2009

Adaptive Physical Design for Curated Archives.
Proceedings of the Scientific and Statistical Database Management, 2009

Automated Design of Assemblable, Modular, Synthetic Chromosomes.
Proceedings of the Parallel Processing and Applied Mathematics, 2009

Parallel Poisson Surface Reconstruction.
Proceedings of the Advances in Visual Computing, 5th International Symposium, 2009

GrayWulf: Scalable Clustered Architecture for Data Intensive Computing.
Proceedings of the 42st Hawaii International International Conference on Systems Science (HICSS-42 2009), 2009

LifeRaft: Data-Driven, Batch Processing for the Exploration of Scientific Databases.
Proceedings of the Fourth Biennial Conference on Innovative Data Systems Research, 2009

2008
NFS-CD: Write-Enabled Cooperative Caching in NFS.
IEEE Trans. Parallel Distributed Syst., 2008

Organizing and indexing non-convex regions.
Proc. VLDB Endow., 2008

Robust remote data checking.
Proceedings of the 2008 ACM Workshop On Storage Security And Survivability, 2008

Network-Aware Join Processing in Global-Scale Database Federations.
Proceedings of the 24th International Conference on Data Engineering, 2008

Automated physical design in database caches.
Proceedings of the 24th International Conference on Data Engineering Workshops, 2008

Scientific Data Management: An Orphan in the Database Community?
Proceedings of the 24th International Conference on Data Engineering, 2008

MR-PDP: Multiple-Replica Provable Data Possession.
Proceedings of the 28th IEEE International Conference on Distributed Computing Systems (ICDCS 2008), 2008

AWOL: An Adaptive Write Optimizations Layer.
Proceedings of the 6th USENIX Conference on File and Storage Technologies, 2008

Workload-Aware Histograms for Remote Applications.
Proceedings of the Data Warehousing and Knowledge Discovery, 10th International Conference, 2008

2007
Provable Data Possession at Untrusted Stores.
IACR Cryptol. ePrint Arch., 2007

Life Under Your Feet: An End-to-End Soil Ecology Sensor Network, Database, Web Server, and Analysis Service
CoRR, 2007

Multilevel streaming for out-of-core surface reconstruction.
Proceedings of the Fifth Eurographics Symposium on Geometry Processing, Barcelona, 2007

Data exploration of turbulence simulations using a database cluster.
Proceedings of the ACM/IEEE Conference on High Performance Networking and Computing, 2007

Throughput-Optimized, Global-Scale Join Processing in Scientific Federations.
Proceedings of the Third International Workshop on Networking Meets Databases, 2007

Design and Implementation of Verifiable Audit Trails for a Versioning File System.
Proceedings of the 5th USENIX Conference on File and Storage Technologies, 2007

A Workload-Driven Unit of Cache Replacement for Mid-Tier Database Caching.
Proceedings of the Advances in Databases: Concepts, 2007

A Black-Box Approach to Query Cardinality Estimation.
Proceedings of the Third Biennial Conference on Innovative Data Systems Research, 2007

2006
Data analysis tools for sensor-based science.
Proceedings of the 4th International Conference on Embedded Networked Sensor Systems, 2006

Poster reception - Engineering the 100 terabyte turbulence database (or how to track particles at home).
Proceedings of the ACM/IEEE SC2006 Conference on High Performance Networking and Computing, 2006

Data management and query - Estimating query result sizes for proxy caching in scientific database federations.
Proceedings of the ACM/IEEE SC2006 Conference on High Performance Networking and Computing, 2006

Improving I/O Performance of Clustered Storage Systems by Adaptive Request Distribution.
Proceedings of the 15th IEEE International Symposium on High Performance Distributed Computing, 2006

Building regulatory compliant storage systems.
Proceedings of the 7th Annual International Conference on Digital Government Research, 2006

2005
Tunable randomization for load management in shared-disk clusters.
ACM Trans. Storage, 2005

Ext3cow: a time-shifting file system for regulatory compliance.
ACM Trans. Storage, 2005

Verifiable audit trails for a versioning file system.
Proceedings of the 2005 ACM Workshop On Storage Security And Survivability, 2005

Bypass Caching: Making Scientific Databases Good Network Citizens.
Proceedings of the 21st International Conference on Data Engineering, 2005

Cluster delegation: high-performance, fault-tolerant data sharing in NFS.
Proceedings of the 14th IEEE International Symposium on High Performance Distributed Computing, 2005

Secure Deletion for a Versioning File System.
Proceedings of the FAST '05 Conference on File and Storage Technologies, 2005

2004
Fastpath Optimizations for Cluster Recovery in Shared-Disk Systems.
Proceedings of the ACM/IEEE SC2004 Conference on High Performance Networking and Computing, 2004

Achieving Performance Consistency in Heterogeneous Clusters.
Proceedings of the 13th International Symposium on High-Performance Distributed Computing (HPDC-13 2004), 2004

2003
In-Place Reconstruction of Version Differences.
IEEE Trans. Knowl. Data Eng., 2003

In-Place Rsync: File Synchronization for Mobile and Wireless Devices.
Proceedings of the FREENIX Track: 2003 USENIX Annual Technical Conference, 2003

Handling Heterogeneity in Shared-Disk File Systems.
Proceedings of the ACM/IEEE SC2003 Conference on High Performance Networking and Computing, 2003

Using Multiple Predictors to Improve the Accuracy of File Access Predictions.
Proceedings of the 20th IEEE/11th NASA Goddard Conference on Mass Storage Systems and Technologies, 2003

2002
Compactly encoding unstructured inputs with differential compression.
J. ACM, 2002

Group-Based Management of Distributed File Caches.
Proceedings of the 22nd International Conference on Distributed Computing Systems (ICDCS'02), 2002

2001
Efficient Data Distribution in a Web Server Farm.
IEEE Internet Comput., 2001

Scalable Session Locking for a Distributed File System.
Clust. Comput., 2001

A Bit-Parallel Search Algorithm for Allocating Free Space.
Proceedings of the 9th International Workshop on Modeling, 2001

An Analytical Study of Opportunistic Lease Renewal.
Proceedings of the 21st International Conference on Distributed Computing Systems (ICDCS 2001), 2001

2000
Consistency and locking for distributing updates to web servers using a file system.
SIGMETRICS Perform. Evaluation Rev., 2000

Authenticating Network-Attached Storage.
IEEE Micro, 2000

Safe Caching in a Distributed File System for Network Attached Storage.
Proceedings of the 14th International Parallel & Distributed Processing Symposium (IPDPS'00), 2000

1998
In-Place Reconstruction of Delta Compressed Files.
Proceedings of the Seventeenth Annual ACM Symposium on Principles of Distributed Computing, 1998

Version Management and Recoverability for Large Object Data.
Proceedings of the International Workshop on Multi-Media Database Management Systems, 1998

1997
Efficient Distributed Backup with Delta Compression.
Proceedings of the Fifth Workshop on I/O in Parallel and Distributed Systems, 1997


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