most citedCAFQA: A classical simulation bootstrap for variational quantum algorithms

10 citations · 17 across the 6 of their papers we have counts for

collaborators

6 papers

cs.DC2022

Cost-aware Duration Prediction for Software Upgrades in Datacenters

Yi Ding, Aijia Gao, Thibaud Ryden +4

Software upgrades are critical to maintaining server reliability in datacenters. While job duration prediction and scheduling have been extensively studied, the unique challenges p…

quant-ph2022★ 4 cited

Navigating the dynamic noise landscape of variational quantum algorithms with QISMET

Gokul Subramanian Ravi, Kaitlin N. Smith, Jonathan M. Baker +5

Transient errors from the dynamic NISQ noise landscape are challenging to comprehend and are especially detrimental to classes of applications that are iterative and/or long-runnin…

eess.SY2022★ 1 cited

SCOPE: Safe Exploration for Dynamic Computer Systems Optimization

Hyunji Kim, Ahsan Pervaiz, Henry Hoffmann +2

Modern computer systems need to execute under strict safety constraints (e.g., a power limit), but doing so often conflicts with their ability to deliver high performance (i.e. min…

cs.LG2022★ 2 cited

Cello: Efficient Computer Systems Optimization with Predictive Early Termination and Censored Regression

Yi Ding, Alex Renda, Ahsan Pervaiz +2

Sample-efficient machine learning (SEML) has been widely applied to find optimal latency and power tradeoffs for configurable computer systems. Instead of randomly sampling from th…

cs.LG2022

NURD: Negative-Unlabeled Learning for Online Datacenter Straggler Prediction

Yi Ding, Avinash Rao, Hyebin Song +2

Datacenters execute large computational jobs, which are composed of smaller tasks. A job completes when all its tasks finish, so stragglers -- rare, yet extremely slow tasks -- are…

quant-ph2022★ 10 cited

CAFQA: A classical simulation bootstrap for variational quantum algorithms

Gokul Subramanian Ravi, Pranav Gokhale, Yi Ding +7

This work tackles the problem of finding a good ansatz initialization for Variational Quantum Algorithms (VQAs), by proposing CAFQA, a Clifford Ansatz For Quantum Accuracy. The CAF…