Skip to yearly menu bar Skip to main content


(17 events)   Timezone:  
Show all
Toggle Poster Visibility
Poster
Tue Apr 06 05:00 PM (PDT) @ Virtual
In-network Aggregation for Shared Machine Learning Clusters
In Poster Session 1
Nadeen Gebara · Manya Ghobadi · Paolo Costa
Poster
Tue Apr 06 05:00 PM (PDT)
Scaling Distributed Training with Adaptive Summation
In Poster Session 1
Saeed Maleki · Madan Musuvathi · Todd Mytkowicz · Olli Saarikivi · Tianju Xu · Vadim Eksarevskiy · Jaliya Ekanayake · Emad Barsoum
Poster
Tue Apr 06 05:00 PM (PDT)
Pufferfish: Communication-efficient Models At No Extra Cost
In Poster Session 1
Hongyi Wang · Saurabh Agarwal · Dimitris Papailiopoulos
Poster
Tue Apr 06 05:00 PM (PDT)
Learning on Distributed Traces for Data Center Storage Systems
In Poster Session 1
Giulio Zhou · Martin Maas
Poster
Tue Apr 06 05:00 PM (PDT)
CODE: Compiler-based Neuron-aware Ensemble training
In Poster Session 1
Ettore M. G. Trainiti · Thanapon Noraset · David Demeter · Doug Downey · Simone Campanoni
Poster
Tue Apr 06 05:00 PM (PDT) @ Virtual
MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers
In Poster Session 1
Colby Banbury · Chuteng Zhou · Igor Fedorov · Ramon Matas · Urmish Thakker · Dibakar Gope · Vijay Janapa Reddi · Matthew Mattina · Paul Whatmough
Poster
Tue Apr 06 05:00 PM (PDT)
Learning Fitness Functions for Machine Programming
In Poster Session 1
Shantanu Mandal · Todd Anderson · Javier Turek · Justin Gottschlich · Shengtian Zhou · Abdullah Muzahid
Poster
Tue Apr 06 05:00 PM (PDT)
Fluid: Resource-aware Hyperparameter Tuning Engine
In Poster Session 1
Peifeng Yu · Jiachen Liu · Mosharaf Chowdhury
Poster
Tue Apr 06 05:00 PM (PDT)
ModularNAS: Towards Modularized and Reusable Neural Architecture Search
In Poster Session 1
Yunfeng Lin · Guilin Li · Xing Zhang · Weinan Zhang · Bo Chen · Ruiming Tang · Zhenguo Li · Jiashi Feng · Yong Yu
Poster
Tue Apr 06 05:00 PM (PDT)
Data Movement Is All You Need: A Case Study on Optimizing Transformers
In Poster Session 1
Andrei Ivanov · Nikoli Dryden · Tal Ben-Nun · Shigang Li · Torsten Hoefler
Poster
Tue Apr 06 05:00 PM (PDT) @ Virtual
TT-Rec: Tensor Train Compression for Deep Learning Recommendation Models
In Poster Session 1
Chunxing Yin · Bilge Acun · Carole-Jean Wu · Xing Liu
Poster
Tue Apr 06 05:00 PM (PDT)
TensorFlow Lite Micro: Embedded Machine Learning for TinyML Systems
In Poster Session 1
Robert David · Jared Duke · Advait Jain · Vijay Janapa Reddi · Nat Jeffries · Jian Li · Nick Kreeger · Ian Nappier · Meghna Natraj · Tiezhen Wang · Pete Warden · Rocky Rhodes · Rocky Rhodes
Poster
Tue Apr 06 05:00 PM (PDT)
EXPLORING THE LIMITS OF CONCURRENCY IN ML TRAINING ON GOOGLE TPUS
In Poster Session 1
Sameer Kumar · Yu Wang · Cliff Young · James Bradbury · Naveen Kumar · Dehao Chen · Andy Swing
Poster
Tue Apr 06 05:00 PM (PDT)
Characterizing and Taming Model Instability Across Edge Devices
In Poster Session 1
Eyal Cidon · Evgenya Pergament · Zain Asgar · Asaf Cidon · Sachin Katti
Poster
Tue Apr 06 05:00 PM (PDT)
PipeMare: Asynchronous Pipeline Parallel DNN Training
In Poster Session 1
Bowen Yang · Jian Zhang · Jonathan Li · Christopher Re · Christopher Aberger · Christopher De Sa
Poster
Tue Apr 06 05:00 PM (PDT)
A Deep Learning Based Cost Model for Automatic Code Optimization
In Poster Session 1
Riyadh Baghdadi · Massinissa Merouani · Mohamed-Hicham LEGHETTAS · Kamel Abdous · Taha Arbaoui · Karima BENATCHBA · Saman Amarasinghe
Poster
Tue Apr 06 05:00 PM (PDT) @ Virtual
Cortex: A Compiler for Recursive Deep Learning Models
In Poster Session 1
Pratik Fegade · Tianqi Chen · Phillip Gibbons · Todd Mowry