Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis

Tal Ben‐Nun, Torsten Hoefler

arXiv (Cornell University)

EngineeringMachine LearningDistributed AlgorithmsComputer ArchitectureDistributed Ai System +15

Deep learning for post-processing ensemble weather forecasts

Peter Grönquist, Chengyuan Yao, Tal Ben‐Nun, +4

Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences

Augment Your Batch: Improving Generalization Through Instance Repetition

Elad Hoffer, Tal Ben‐Nun, Itay Hubara, +3

Artificial IntelligenceConvolutional Neural NetworkMultiple Instance LearningEngineeringMachine Learning +17

Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks

Torsten Hoefler, Dan Alistarh, Tal Ben‐Nun, +2

Repository for Publications and Research Data (ETH Zurich)

Artificial IntelligencePruned Parameter EfficiencySparse RepresentationEngineeringMachine Learning +12

Groute

Tal Ben‐Nun, Michael Sutton, Sreepathi Pai, +1

Cluster ComputingIrregular AlgorithmsHeterogeneous ComputingIrregular ApplicationsEngineering +12

Stateful dataflow multigraphs

Tal Ben‐Nun, Johannes de Fine Licht, Alexandros Nikolaos Ziogas, +2

Cluster ComputingEngineeringComputer ArchitectureNetwork AnalysisSoftware Engineering +20

Neural Code Comprehension: A Learnable Representation of Code Semantics

Tal Ben‐Nun, Alice Shoshana Jakobovits, Torsten Hoefler

arXiv (Cornell University)

EngineeringNeural Code ComprehensionSemanticsSoftware AnalysisCorpus Linguistics +15

A package for OpenCL based heterogeneous computing on clusters with many GPU devices

Amnon Barak, Tal Ben‐Nun, Ely Levy, +1

Cluster ComputingHeterogeneous ComputingEngineeringOpenmp ApiComputer Architecture +16

<i>X+</i>: a comprehensive computationally accelerated structure analysis tool for solution X-ray scattering from supramolecular self-assemblies

Tal Ben‐Nun, Avi Ginsburg, Pablo Székely, +1

Journal of Applied Crystallography

X-ray CrystallographySupramolecular AssemblyX-ray SpectroscopyEngineeringMolecular Self-assembly +23

Solution X-ray Scattering Form Factors of Supramolecular Self-Assembled Structures

Pablo Székely, Avi Ginsburg, Tal Ben‐Nun, +1

Langmuir

X-ray CrystallographySupramolecular AssemblyEngineeringMolecular Self-assemblyMolecular Biology +14