Addressing the straggler problem for iterative convergent parallel ML. - Aaron Harlap; Henggang Cui; Wei Dai 003; Jinliang Wei; Gregory R. Ganger; Phillip B. Gibbons; Garth A. Gibson; Eric P. Xing (SoCC, 2016)

Proteus: agile ML elasticity through tiered reliability in dynamic resource markets. - Aaron Harlap; Alexey Tumanov; Andrew Chung; Gregory R. Ganger; Phillip B. Gibbons (EuroSys, 2017)

Gaia: Geo-Distributed Machine Learning Approaching LAN Speeds. - Kevin Hsieh; Aaron Harlap; Nandita Vijaykumar; Dimitris Konomis; Gregory R. Ganger; Phillip B. Gibbons; Onur Mutlu (NSDI, 2017)

Tributary: spot-dancing for elastic services with latency SLOs. - Aaron Harlap; Andrew Chung; Alexey Tumanov; Gregory R. Ganger; Phillip B. Gibbons (USENIX ATC, 2018)

PipeDream: Fast and Efficient Pipeline Parallel DNN Training. - Aaron Harlap; Deepak Narayanan; Amar Phanishayee; Vivek Seshadri; Nikhil R. Devanur; Gregory R. Ganger; Phillip B. Gibbons (CoRR, 2018)

PipeDream: generalized pipeline parallelism for DNN training. - Deepak Narayanan; Aaron Harlap; Amar Phanishayee; Vivek Seshadri; Nikhil R. Devanur; Gregory R. Ganger; Phillip B. Gibbons; Matei Zaharia (SOSP, 2019)