Talks/Papers

2022

SOL: Single middleware for optimized multi-architecture AI training and deployment

Slides, 33nd NEC User Group Meeting, 2022

SOL: Reducing the Maintenance Overhead for Integrating Hardware Support into AI Frameworks

Article, NEC SX-Aurora Articles, 2022

2020

SOL: Effortless Device Support for AI Frameworks without Source Code Changes

Paper, HPML, 2020

SOL4VE: Running Deep Neural Networks on the NEC SX-Aurora Tsubasa

Slides, SuperComputing NEC Aurora Forum, 2020

SOL4VE: Bringing Deep Neural Networks to the NEC SX-Aurora TSUBASA

Slides, 32nd NEC User Group Meeting, 2020

SOL: Transparent Neural Network Acceleration on NEC SX-Aurora TSUBASA

Slides, Video, Virtual ICM Seminars, 2020

2019

Integration of NEC SX-Aurora into AI Frameworks

Slides, 2nd Aurora Deep Dive Workshop @ RWTH Aachen, 2019

Integration of NEC SX-Aurora into AI Frameworks

Slides, SuperComputing NEC Aurora Forum and SuperComputing NEC Booth, 2019

Integration of NEC SX-Aurora into AI Frameworks

Slides, Workshop on Sustained Scalability, 2019

Sol: Transparent Neural Network Acceleration

Slides, Supercomputing Frontiers Europe, 2019

2018

Sol: Transparent Neural Network Acceleration Platform

Slides, SuperComputing NEC Booth, 2018

Sol: Transparent Neural Network Acceleration Platform

Short Paper, Poster, SuperComputing, 2018

BrainSlug: Transparent Acceleration of Deep Learning Through Depth-First Parallelism

Technical Report, ArXiV, 2018
Short Paper, DeepMobile, 2018