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Programme (1-5 March 2021) Please direct any questions to [email protected]

Programme...CST: 20:45-21:10 AEDT: 23:45-00:10(+1) Break 13:35-14:00 Q#3 (invited): Probing the role of learning in computational chemistry with a quantum computation perspective

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Page 1: Programme...CST: 20:45-21:10 AEDT: 23:45-00:10(+1) Break 13:35-14:00 Q#3 (invited): Probing the role of learning in computational chemistry with a quantum computation perspective

Programme (1-5 March 2021)

Please direct any questions to [email protected]

Page 2: Programme...CST: 20:45-21:10 AEDT: 23:45-00:10(+1) Break 13:35-14:00 Q#3 (invited): Probing the role of learning in computational chemistry with a quantum computation perspective

Introduction to MLQ2021 by the organisers

Q#1 (tutorial)

Quantum sensing with nitrogen-vacancy centres in diamond.

Alex Retzker (The Hebrew University of Jerusalem – Israel)

Q#1 (tutorial): Parameter estimation, the quantum way:

theory and application of quantum estimation.

Chris Ferrie (University of Technology, Sydney – Australia)

Q#1 (invited):

Parallel detection and spatial mapping of large nuclear spin clusters.

Christian Degen (Department of Physics, ETH Zurich – Switzerland)

Q#1: Quantum-enhanced barcode decoding and pattern recognition.

Leonardi Banchi (University of Florence, Italy)

Q#1: A neural network based approach to efficient inference

of the qubit noise environment

David Wise (University College London, UK)

Q#1: Environment induced non-classical measurement statistics

of a quantum sensor.

Durga Dasari (University of Stuttgart, Germany)

Q#1 (invited): Neural-network-enhanced parameter estimation

exploiting classification and regression.

Luca Pezze’ (INO-CNR and LENS, Florence – Italy)

Q#1: Q&A with Chris Ferrie (University of Technology, Sydney – Australia)

Break 13:40-14:10

Break 15:10-16:30

Break 18:05-19:30

GMT: 12:10-13:40

CET: 13:10-14:40

EST: 07:10-08:40

PST: 04:10-05:40

CST: 20:10-21:40

AEDT: 23:10-00:40(+1)

GMT: 14:10-15:10

CET: 15:10-16:10

EST: 9:10-10:10

PST: 06:10-07:10

CST: 22:10-23:10

AEDT(+1): 01:10-02:10

GMT: 16:30-17:15

CET: 17:30-18:15

EST: 11:30-12:15

PST: 08:30-09:15

CST (+1): 00:30-01:15

AEDT(+1): 03:30-04:15

GMT: 17:15-17:40

CET: 18:15-18:40

EST: 12:15-12:40

PST: 09:15-09:40

CST (+1): 01:15-01:40

AEDT(+1): 04:15-04:40

GMT: 17:40-18:05

CET: 18:40-19:05

EST: 12:40-13:05

PST: 09:40-10:05

CST (+1): 01:40-02:05

AEDT(+1):04:40-05:05

GMT: 19:30-19:55

CET: 20:30-20:55

EST: 14:30-1:55

PST: 11:30-11:55

CST (+1): 03:30-03:55

AEDT(+1): 06:30-06:55

GMT: 20:00-20:45

CET: 21:00-21:45

EST: 15:00-15:45

PST: 12:00-12:45

CST (+1): 04:00-04:45

AEDT(+1): 07:00-07:45

Monday 1st

GMT: 20:45-21:15

CET: 21:45-22:15

EST: 15:45-16:15

PST: 12:45-13:15

CST(+1): 04:45-05:15

AEDT(+1): 07:45-08:15

GMT/London: 12:00-12:10

CET/Berlin: 13:00-13:10

EST/Boston: 07:00-08:10

PST/Los Angeles: 04:00-04:10

CST/Beijing: 20:00-20:10

AEDT/Sydney: 23:00-23:10

Page 3: Programme...CST: 20:45-21:10 AEDT: 23:45-00:10(+1) Break 13:35-14:00 Q#3 (invited): Probing the role of learning in computational chemistry with a quantum computation perspective

Accelerating AI with NVIDIA end-to-end solutions

Industrial Talk

Asher Fredman (NVIDIA)

Q#2 (tutorial): An introduction to quantum computing with superconducting

circuits and the main challenges to their scalability.

Leonardo DiCarlo (QuTech, Delft – the Netherlands)

Q#2 (tutorial): Automatic Parameter Tuning via Heuristic Search.

Timo Kötzing (Hasso Plattner Institute, Potsdam – Germany)

Poster Session.

Q#2 (invited): Ray-based framework for tuning quantum dot devices:

Two dots and beyond.

Justyna P. Zwolak (NIST, Gaithersburg – USA)

Q#2: Machine-learning tools for rapid control, calibration and

characterization of QPUs and other quantum devices.

Shai Machnes (Saarland University and Forschungszentrum Jülich – Germany)

Q#2:Characterization of atomic qubits in silicon by machine learning.

Muhammad Usman (University of Melbourne – Australia)

Break 11:30-12:00

Break 13:30-14:00

Break 17:30-17:45

GMT: 17:45-18:30

CET: 18:45-19:30

EST: 12:45-13:30

PST: 09:45-10:30

CST(+1): 01:45-02:30

AEDT(+1): 04:45-05:30

GMT: 18:30-18:55

CET: 19:30-19:55

EST: 13:30-13:55

PST: 10:30-10:55

CST(+1): 02:30-02:55

AEDT(+1): 05:30-05:55

GMT: 18:55-19:20

CET: 19:55-20:20

EST: 13:55-14:20

PST: 10:55-11:20

CST(+1): 02:55-03:20

AEDT(+1): 05:55-06:20

Tuesday 2nd

GMT/London: 10:45-11:30

CET/Berlin: 11:45-12:30

EST/Boston: 05:45-06:30

PST/Los Angeles: 02:45-03:30

CST/Beijing: 18:45-19:30

AEDT/Sydney: 21:45-22:30

GMT: 12:00-13:30

CET: 13:00-14:30

EST: 07:00-08:30

PST: 04:00-05:30

CST: 20:00-21:30

AEDT: 23:00-00:30(+1)

GMT: 15:30-17:30

CET: 16:30-18:30

EST: 10:30-12:30

PST: 07:30-09:30

CST: 23:30-01:30(+1)

AEDT(+1): 02:30-04:30

GMT: 14:00-15:30

CET: 15:00-16:30

EST: 09:00-10:30

PST: 06:00-07:30

CST: 22:00-23:30

AEDT(+1): 01:00-02:30

Page 4: Programme...CST: 20:45-21:10 AEDT: 23:45-00:10(+1) Break 13:35-14:00 Q#3 (invited): Probing the role of learning in computational chemistry with a quantum computation perspective

Q#1 (invited)

Atomic-scale imaging of nuclear spins with a quantum sensor.

Tim Taminiau (QuTech, Delft – the Netherlands)

Q#1: Deep Learning Enhanced Individual Nuclear-Spin Detection in Diamond

Kyunghoon Jung (Seoul National University, Korea)

Q#1: Smart Quantum Sensors:

Neural-Network Heuristics for Adaptive Bayesian Quantum Estimation.

Lukas J Fiderer (University of Nottingham, UK)

Q#1: Efficient Sensing for Experiments with Limited Prior Knowledge

and Total Sensing Time.

Kirill Streltsov (University of Ulm, Germany)

Q#3 (tutorial):

There is no time for science as usual: Materials Acceleration Platforms

Alan Aspuru-Guzik (University of Toronto)

Q#3 (tutorial)

Variational Quantum Eigensolvers.

Sophia Economou (VirginiaTech – USA)

Break 16:30-17:00

Break 13:10-13:30

Break 14:20-15:00

GMT: 12:45-13:10

CET: 13:45-14:10

EST: 07:45-08:10

PST: 04:45-05:10

CST: 20:45-21:10

AEDT: 23:45-00:10(+1)

GMT: 13:30-13:55

CET: 14:30-14:55

EST: 08:30-08:55

PST: 05:30-05:55

CST: 21:30-21:55

AEDT(+1): 00:30-00:55

GMT: 13:55-14:20

CET: 14:55-15:20

EST: 08:55-9:20

PST: 05:55-06:20

CST: 21:55-22:20

AEDT(+1): 00:55-01:20

GMT: 15:00-16:30

CET: 16:00-17:30

EST: 10:00-11:30

PST: 07:00-08:30

CST: 23:00-00:30 (+1)

AEDT(+1): 02:00-03:30

GMT: 17:00-18:30

CET: 18:00-29:30

EST: 13:00-14:30

PST: 09:00-10:30

CST(+1): 01:00-02:30

AEDT(+1): 04:00-05:30

Wednesday 3rd

GMT/London: 12:00-12:45

CET/Berlin: 13:00-13:45

EST/Boston: 07:00-07:45

PST/Los Angeles: 04:00-04:45

CST/Beijing: 20:00-20:45

AEDT/Sydney: 23:00-23:45

Page 5: Programme...CST: 20:45-21:10 AEDT: 23:45-00:10(+1) Break 13:35-14:00 Q#3 (invited): Probing the role of learning in computational chemistry with a quantum computation perspective

Q#2 (invited)

Machine learning for automating quantum dot qubit operations.

Hendrik Bluhm (RWTH Aachen University – Germany)

Q#2: Automatic virtual voltage extraction of a 2xN array of

quantum dots with machine learning.

Giovanni Oakes (University of Cambridge – UK)

Q#2: Machine learning enables completely automatic tuning of a

quantum device faster than human experts.

Dominic T Lennon (University of Oxford – UK)

Quantum Orchestration: Integrated hardware and software for design and

execution of complex quantum control protocols.

Industry Talks

Yonathan Cohen (Quantum Machines)

Q#2 (invited)

Automated control and characterization of quantum devices.

Eliška Greplová (Technical University of Delft, the Netherlands)

Q#2: Booting a quantum computer:

A QUA-based graph framework for automatic qubit calibration.

Gal Winer (Quantum Machines – Israel)

Q#2: Classification of multimode states through artificial neural networks.

Valeria Cimini (Universita’ degli Studi Roma Tre – Italy)

Break 16:35-17:00

Break 14:45-15:00

GMT: 13:10-13:35

CET: 14:10-14:35

EST: 08:10-08:35

PST: 05:10-05:35

CST: 21:10-21:35

AEDT(+1): 00:10-00:35

GMT: 14:00-14:45

CET: 15:00-15:45

EST: 09:00-09:45

PST: 06:00-06:45

CST: 22:00-22:45

AEDT(+1): 01:00-01:45

GMT: 15:00-15:45

CET: 16:00-16:45

EST: 10:00-10:45

PST: 07:00-07:45

CST: 23:00-23:45

AEDT(+1): 02:00-02:45

GMT: 15:45-16:10

CET: 16:45-17:10

EST: 10:45-11:10

PST: 07:45-08:10

CST: 23:45-00:10(+1)

AEDT(+1): 02:45-03:10

GMT: 16:10-16:35

CET: 17:10-17:35

EST: 11:10-11:35

PST: 08:10-08:35

CST(+1): 00:10-00:35

AEDT(+1): 03:10-03:35

Thursday 4th (cont.)

Thursday 4th

GMT/London: 12:00-12:45

CET/Berlin: 13:00-13:45

EST/Boston: 07:00-07:45

PST/Los Angeles: 04:00-04:45

CST/Beijing: 20:00-20:45

AEDT/Sydney: 23:00-23:45

GMT: 12:45-13:10

CET: 13:45-14:10

EST: 07:45-08:10

PST: 04:45-05:10

CST: 20:45-21:10

AEDT: 23:45-00:10(+1)

Break 13:35-14:00

Page 6: Programme...CST: 20:45-21:10 AEDT: 23:45-00:10(+1) Break 13:35-14:00 Q#3 (invited): Probing the role of learning in computational chemistry with a quantum computation perspective

Q#3 (invited): Probing the role of learning in computational chemistry

with a quantum computation perspective.

Jarrod McClean (Google Quantum Artificial Intelligence Lab)

Q#3: Natural Evolutionary Strategies for Variational Quantum Computation.

Abhinav Anand (University of Toronto – Canada)

GMT: 17:00-17:45

CET: 18:00-18:45

EST: 12:00-12:45

PST: 09:00-09:45

CST(+1): 01:00-01:45

AEDT(+1): 04:00-04:45

GMT: 17:45-18:10

CET: 18:45-19:10

EST: 12:45-13:10

PST: 09:45-10:10

CST(+1): 01:45-02:10

AEDT(+1): 04:45-05:10

Page 7: Programme...CST: 20:45-21:10 AEDT: 23:45-00:10(+1) Break 13:35-14:00 Q#3 (invited): Probing the role of learning in computational chemistry with a quantum computation perspective

Q#3 (invited): The power of quantum neural networks.

Min-Hsiu Hsieh (University of Technology Sydney – Australia)

Q#3: Variable Ansatz VQE: a semi-agnostic approach.

Matias Bilkis (Autonomous University of Barcelona – Spain)

Q#3: Accurate Simulation of Quantum Chemistry on Quantum Computers

Integrated with Neural Networks.

Bryce Fuller (IBM Quantum – USA)

Q#3: Reconstructing quantum states with generative models

Roger Melko (Department of Physics & Astronomy, University of Waterloo – Canada)

Q#1: Improving Quantum Sensing with Variational Methods

Johannes Jakob Meyer (Freie Universität Berlin, Germany)

Q#1: Real-time calibration of coherent-state receivers:

learning by trial and error.

Matteo Rosati (Universitat Autonoma de Barcelona, Spain)

Conclusions and poster prizes announcement

Break 13:35-14:00

Friday 5th

GMT/London: 12:00-12:45

CET/Berlin: 13:00-13:45

EST/Boston: 07:00-07:45

PST/Los Angeles: 04:00-04:45

CST/Beijing: 20:00-20:45

AEDT/Sydney: 23:00-23:45

GMT: 12:45-13:10

CET: 13:45-14:10

EST: 07:45-08:10

PST: 04:45-05:10

CST: 20:45-21:10

AEDT: 23:45-00:10(+1)

GMT: 13:10-13:35

CET: 14:10-14:35

EST: 08:10-08:35

PST: 05:10-05:35

CST: 21:10-21:35

AEDT(+1): 00:10-00:35

GMT: 14:00-14:45

CET: 15:00-15:45

EST: 09:00-09:45

PST: 06:00-06:45

CST: 22:00-22:45

AEDT(+1): 01:00-01:45

GMT: 14:45-15:10

CET: 15:45-16:10

EST: 09:45-10:10

PST: 06:45-07:10

CST: 22:45-23:10

AEDT(+1): 01:45-02:10

GMT: 15:10-15:35

CET: 16:10-16:35

EST: 10:10-10:35

PST: 07:10-07:35

CST: 23:10-23:35

AEDT(+1): 02:10-02:35

GMT: 15:35-16:00

CET: 16:35-17:00

EST: 10:35-11:00

PST: 07:35-08:00

CST: 23:35-00:00

AEDT(+1): 02:35-03:00