Workshop IV: New Architectures and Algorithms - IPAM

Workshop IV: New Architectures and Algorithms

Part of the Long Program Science at Extreme Scales: Where Big Data Meets Large-Scale Computing
November 26 - 30, 2018

Schedule

All times in this Schedule are Pacific Time (PT)

Monday, November 26, 2018

Morning Session

08:00-08:55
Check-In/Light Breakfast (Hosted by IPAM)
08:55-09:00
Welcome and Opening Remarks
09:00-09:50
Alan Lee (Institute for Pure and Applied Mathematics)
Big Compute: Architectures and Algorithms
10:00-10:15
Break
10:15-11:05
Matthias Troyer (Microsoft Research)
A quantum future of computation
11:15-11:30
Break
11:30-12:20
Gavin Jones (IBM Research - Almaden )
Quantum Computing and IBM Q: An Introduction

Afternoon Session

12:30-14:30
Lunch (on your own)
14:30-15:20
Jack Raymond (D-Wave Systems)
Quantum simulation of condensed matter in programmable qubit lattices
15:30-16:00
Break
16:00-16:50
Maya Gokhale (Lawrence Livermore National Laboratory)
System software and architecture assist for application-directed data views
17:00-18:30
Poster Session & Reception (Hosted by IPAM)

Tuesday, November 27, 2018

Morning Session

08:00-09:00
Check-In/Breakfast (Hosted by IPAM)
09:00-09:50
Hatem Ltaief (King Abdullah Univ. of Science and Technology (KAUST))
Leveraging Computational Astronomy Applications on Massively Parallel Hardware Systems
10:00-10:15
Break
10:15-11:05
Ameet Talwalkar (Carnegie Mellon University)
Massively Parallel Hyperparameter Tuning
11:15-11:30
Break
11:30-12:20
James Demmel (University of California, Berkeley (UC Berkeley))
Architectural Implications of Communication-Avoiding Algorithms

Afternoon Session

12:30-14:30
Lunch (on your own)
14:30-15:20
Amir Gholaminejad (University of California, Berkeley (UC Berkeley))
Scalable Neural Network Training Using Second Order Stochastic Training
15:30-16:00
Break
16:00-16:50
Yingyu Liang (University of Wisconsin-Madison)
Learning Overparameterized Neural Networks on Structured Data

Wednesday, November 28, 2018

Morning Session

08:00-09:00
Check-In/Breakfast (Hosted by IPAM)
09:00-09:50
William Gropp (University of Illinois at Urbana-Champaign)
Challenges in Programming Extreme Scale Systems
10:00-10:15
Break
10:15-11:05
Aydin Buluc (Lawrence Berkeley National Laboratory)
Communication-Avoiding Sparse Matrix Algorithms for Large Graph and Machine Learning Problems
11:15-11:30
Break
11:30-12:20
Tobias Weinzierl (Durham University)
Stop talking to me - some communication-avoiding programming patterns

Afternoon Session

12:30-14:30
Lunch (on your own)
14:30-15:20
Michael Schulte (AMD)
Architectures and Technologies for Extreme-Scale Computing
15:30-16:00
Break
16:00-16:50
James Sexton (IBM Research)
Architecture Challenges and Opportunities for Exascale Systems

Thursday, November 29, 2018

Morning Session

08:00-09:00
Check-In/Breakfast (Hosted by IPAM)
09:00-09:50
John Shalf (Lawrence Berkeley Laboratory)
Computing Beyond Moore’s Law
10:00-10:15
Break
10:15-11:05
Shang-Hua Teng (University of Southern California (USC))
Scalable Algorithms in the Age of Big Data and Network Sciences
11:15-11:30
Break
11:30-12:20
Stefano Ambrogio (IBM Research - Almaden )
Novel Technologies for Artificial Intelligence: prospects and challenges

Afternoon Session

12:30-14:30
Lunch (on your own)
14:30-15:20
Nina Balcan (Carnegie Mellon University)
Data Driven Algorithm Design
15:30-16:00
Break
16:00-16:50
Yaron Singer (Harvard University)
Maximizing Submodular Functions Exponentially Faster

Friday, November 30, 2018

Morning Session

08:00-09:00
Check-In/Breakfast (Hosted by IPAM)
09:00-09:50
Chris Anderson (University of California, Los Angeles (UCLA))
Generalized Aggregate Descriptor Approximations
10:00-10:15
Break
10:15-11:05
Petter Bjorstad (University of Bergen)
Domain Decomposition and Computer Architecture - a stable relationship?
11:15-11:30
Break
11:30-12:20
Edmond Chow (Georgia Institute of Technology)
Asynchronous Iterative Methods

Afternoon Session

12:30-14:30
Lunch (on your own)
14:30-15:20
Andreas Krause (ETH Zurich)
Deep Learning Architectures with Discrete Decisions via Submodularity
15:30-16:00
Break
16:00-16:50
Jeffrey Hittinger (Lawrence Livermore National Laboratory)
Rethinking Finite Precision
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