GrAPL 2024: Workshop on Graphs, Architectures, Programming, and Learning

May 27, 2024
Co-Located with IPDPS 2024
Hyatt Regency San Francisco
Embarcadero Center
Room Waterfront B

San Francisco, California, US


9:00 - 9:05 AMWelcome and Introduction
Manoj Kumar, Nesreen Ahmed
Giulia Guidi, Ali Jannesari
9:05 - 10:00 AMKeynote
Chair: Giulia Guidi (Cornell University)

On Optimization Opportunities for Future Distributed Computing
Tarek Abdelzaher (University of Chicago, Urbana Champaign)
10:00 - 10:30 AM
Coffee Break
10:30 - 12:00 AMPaper Session 1
Chair: Giulia Guidi (Cornell University)

To tile or not to tile, that is the question 
Altan Haan, Doru Thom Popovici, Koushik Sen, Costin Iancu, Alvin Cheung

Teaching Network Traffic Matrices in an Interactive Game Environment
Chasen Milner, Hayden Jananthan, Jeremy Kepner

Characterizing the Performance of Emerging Deep Learning, Graph, and High Performance Computing Workloads Under Interference (short paper)
Hao Xu

The GraphBLAS 3.0 Project  (short paper)
Raye Kimmerer, Timothy Mattson, Scott McMillan, Benjamin Brock, Erik Welch, Jose Moreira, Michell Pelletier

Edge-Parallel Graph Encoder Embedding  (short paper)
Ariel Lubonja, Cencheng Shen, Carey Priebe, Randal Burns
12:00 AM - 1:30 PMLunch Break
1:30 PM - 3:00 PM
Paper Session 2
Chair: Ali Jannesari (Iowa State University)

Multi-Level GNN Preconditioner for Solving Large Scale Problems
Matthieu Nastorg, Jean-Marc Gratien, Thibault Faney Michele Alessandro Bucci, Guillaume Charpiat, Marc Schoenauer

STGraph: A Framework for Temporal Graph Neural Networks
Joel Mathew Cherian, Nithin Puthalath Manoj, Kevin Jude Concessao, Unnikrishnan Cheramangalath

Shared-Memory Parallel Edmonds Blossom Algorithm for Maximum Cardinality Matching in General Graphs
Gregory Schwing, Daniel Grosu, Loren Schwiebert

GraphBLAS.jl v0.1: An Update on GraphBLAS in Julia (short paper)
Raye Kimmerer

ECG: Expressing Locality and Prefetching for Optimal Caching in Graph Structures (short paper)
Abdullah Mughrabi, Morteza Baradaran, Ahmed Samara, Kevin Skadron
3:00 - 3:30 PMCoffee Break
3:30 - 4:10 PMPaper Session 2
Chair: Ali Jannesari (Iowa State University)

Unlocking the Potential: Performance and Portability of Graph Algorithms on Kokkos Framework
Shaikh Arifuzzaman, Hasan Arikan, Md Abdul Motaleb Faysal, Maximilian Bremer, John Shalf, Doru Popovici

GraphBinMatch: Graph-based Similarity Learning for Cross-Language Binary and Source Code Matching

Ali Tehrani Jamsaz, Hanze Chen, Ali Jannesari
4:10 - 4:55 PMPanel Discussion
Moderator: Manoj Kumar (IBM TJ Watson)

Topic: Importance of Large Sparse Graph computations in the AI/ML era

Panelists: Tarek Abdelzaher (University of Chicago, Urbana Champaign), David Bader (New Jersey Institute of Technology), Ümit V. Çatalyürek  (Georgia Institute of Technology), Giulia Guidi (Cornell University), Johannes Langguth (Simula)
4:55 - 5:00 PMConcluding Remarks
Manoj Kumar, Nesreen Ahmed
Giulia Guidi, Ali Jannesari

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