site maker

GrAPL 2019: Workshop on Graphs, Architectures, Programming, and Learning

May 20, 2019
Co-Located with IPDPS 2019
Hilton Rio De Janeiro
Brazil

GrAPL is the result of the combination of two IPDPS workshops:
GABB: Graph Algorithms Building Blocks
GraML: Workshop on The Intersection of Graph Algorithms and Machine Learning


Program

Time Event
8:30 - 8:45Welcome and Introduction
8:45 - 9:45Keynote 1 - Chair: TBD

Single-Machine Analytics on Massive Graphs Using Intel Optane DC Persistent Memory
Prof. Keshav Pingali (UT Austin)
9:45 - 10:15Coffee Break
10:15 - 11:55Session: Graph Analytics - Infrastructures & Algorithms
Chair: TBD

You've Got Mail: Building Missing Asynchronous Communication Primitives
Benjamin Priest, Trevor Steil, Roger Pearce and Geoffrey Sanders

Graph Coloring on the GPU
Muhammad Osama, Minh Truong, Carl Yang, Aydin Buluç and John Owens

Delta-stepping SSSP: From Vertices and Edges to GraphBLAS Implementations
Upasana Sridhar, Mark Blanco, Rahul Mayurnath, Daniele G. Spampinato, Tze Meng Low and Scott McMillan

Massive-Scale Graph Generation with Ground Truth: Triangles, Centrality, and Communities
Trevor Steil, Benjamin Priest, Geoffrey Sanders, Roger Pearce, Timothy La Fond and Keita Iwabuch
11:55 - 1:00Lunch
1:00 - 2:00Keynote 2 - Chair: TBD

Graph Representation Learning: Where Probability Theory, Data Mining, and Neural Networks Meet
Prof. Bruno Ribeiro (Purdue University)
2:25 - 2:50Session: Session: Graphs & Machine Learning
Chair: TBD

Compound Analytics using Combinatorics for Feature Selection: A Case Study in Bioarker Detection
Ronald Hagan, Brett Hagan, Charles Phillips, Bradley Rhodes and Michael A. Langston

RadiX-Net: Structured Sparse Matrices for Deep Neural Networks
Ryan Robinett and Jeremy Kepner
2:50 - 3:30Coffee Break
3:30 - 4:15Invited Talk - Chair: TBD

Graph Mining with Deep Learning: challenges and pitfals
Dr. Ana Paula Appel (IBM Research, Brazil)
4:15 - 5:00Session: Graph Analytics Frameworks
Chair: TBD

LAGraph: A Community Effort to Collect Graph Algorithms Built on Top of the GraphBLAS
Tim Mattson, Timothy A. Davis, Manoj Kumar, Aydin Buluc, Scott McMillan, Jose Moreira and Carl Yang

RedisGraph GraphBLAS Enabled Graph Database
Pieter Cailliau, Jeremy Kepner and Tim Davis