26 citations · 100 across the 11 of their papers we have counts for
Showing 2020Show all
3 papers · 1 filter
cs.AR2020★ 1 cited
Optimizing Graph Processing and Preprocessing with Hardware Assisted Propagation Blocking
Vignesh Balaji, Brandon Lucia
Extensive prior research has focused on alleviating the characteristic poor cache locality of graph analytics workloads. However, graph pre-processing tasks remain relatively unexp…
cs.LG2020★ 4 cited
CPR: Understanding and Improving Failure Tolerant Training for Deep Learning Recommendation with Partial Recovery
Kiwan Maeng, Shivam Bharuka, Isabel Gao +8
The paper proposes and optimizes a partial recovery training system, CPR, for recommendation models. CPR relaxes the consistency requirement by enabling non-failed nodes to proceed…
cs.PL2020★ 26 cited
Towards a Formal Foundation of Intermittent Computing
Milijana Surbatovich, Limin Jia, Brandon Lucia
Intermittently powered devices enable new applications in harsh or inaccessible environments, such as space or in-body implants, but also introduce problems in programmability and…