Mobirise

14th Workshop on Irregular Applications: Architectures and Algorithms

November 17, 2024
Georgia World Congress Center
Room B310
Atlanta, GA
In conjunction with SC24

Mobirise

Program

TimeEvent
9:00-9:05 Welcome and Introduction
Tumeo, Feo, Becchi, Verbanescu
9:05 ~ 9:50


Invited Talk 1
Chair: Michela Becchi (NCSU)

Accelerating Irregular Algorithms on GPUs 
Martin Burtscher (Texas State University)
9:50~10:00Session 1: Sparse Algorithms on Heterogeneous Systems
Chair: Ankur Limaye (PNNL)

Batch Updates of Distributed Streaming Graphs using Linear Algebra (short presentation)
Hassani, Hussain, Azad
10:00~10:30
Coffee Break
10:30~11:20



Session 1: Sparse Algorithms on Heterogeneous Systems
Chair: Ankur Limaye (PNNL)

Establish the basis for Breadth-First Search on Frontier System: XBFS on AMD GPUs
Yang, Lu, Sattar, Liu, Wang

xBS-GNN: Accelerating Billion-Scale GNN Training on FPGA
Lin, Xu, Prasanna
11:20~12:30
Session 2: Optimizing Sparse Algorithms for Parallel Architectures
Chair: Nicolas Bohm Agostini (PNNL)

Enhancing Scalability and Performance in Influence Maximization with Optimized Parallel Processing
Wu, Xu, Park, Jahan Tithi, Checconi, Wolfson-Pou, Petrini, Krishna

Enhancing Small Message Aggregation with Directive-Based Deferred Execution (short paper)
Welch, Hernandez, Poole, Poole 

Shared Memory-Aware Latency-Sensitive Message Aggregation for Fine-Grained Communication (short paper)
Chandrasekar, Kale

NEO-DNND: Communication-Optimized Distributed Nearest Neighbor Graph Construction
Iwabuchi, Steil, Priest, Pearce, Sanders
12:30~14:00Lunch Break
14:00~14:15Graph500 List Announcement
Rich Murphy, Anton Korz
14:15~14:55



Invited Talk 2
Chair: Vito Giovanni Castellana (PNNL)

Discussion on Hash-Table Approaches for Efficient Sparse Tensor Contraction 
Jiajia Li (North Carolina State University)
14:55~15:15Session 3: Programming models for parallel algorithms
Chair: Ian Di Dio Lavore (Politecnico di Milano)

An Adaptive Asynchronous Approach for the Single-Source Shortest Paths Problem (short paper)
Rao, Chandrasekar, Kale

GPU Accelerated Sparse Cholesky Factorization (short paper)
Karsavuran, Ng, Peyton
15:15~15:30
Coffee Break
15:30~16:20Session 3: Programming models for parallel algorithms (continued)
Chair: Ian di Dio Lavore (Politecnico di Milano)

Efficient Tree-based Parallel Algorithms for N-Body Simulations Using C++ Standard Parallelism
Lane Cassell, Deakin, Alpay, Heuveline, Brito Gadeschi

Linear Algebra Approach for Directed Triad Counting and Enumeration
Kerdcharoen, Sridhar, Sangpetch, Low
16:20~16:50Session 4: Evaluating performance and availability of parallel architectures
Chair: Gabriel Rodriguez Canal (University of Edinburgh and PNNL)

Performance evaluation and modelling of single-precision matrix multiplication on Cerebras CS-2 (short paper)
Matsuzaki, Mukunoki, Miyajima

Performance Analysis of the NICAM Benchmark on MN-Core Processor (short paper)
Takayashiki, Saito, Imachi, Sakamoto, Makino

Predicting Compute Node Unavailability in HPC: A Graph-Based Machine Learning Approach (short paper)
Rožanec 
16:50-17:30IA^3 Debate
Moderator: Antonino Tumeo (PNNL)

Panelists: Ariful Azad (Indiana University), Giulia Guidi (Cornell University), John Leidel (Tactical Computing Laboratories), Georgios Michelogiannakis (LBNL)
17:30Concluding Remarks
Tumeo, Feo, Becchi, Verbanescu

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