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QTML 2024 Conference

→ Australia/Melbourne
Carrillo Gantner Theatre (University of Melbourne)

Carrillo Gantner Theatre

University of Melbourne

Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
Martin Sevior (University of Melbourne), Muhammad Usman (CSIRO/University of Melbourne)
Description

Quantum Techniques in Machine Learning (QTML) is an annual international conference focusing on the interdisciplinary field of quantum technology and machine learning. The goal of the conference is to gather leading academic researchers and industry players to interact through a series of scientific talks focussed on the interplay between machine learning and quantum physics.

26_Nov_2024_updated.csv
26_Nov_2024.xlsx
27_Nov_2024.csv
27_Nov_2024_updated.csv
27_Nov_2024.xlsx
QTML_poster_board_layout.pdf
Registration
QTML2024 Organising Committee
QTML 2024 Program Committee Chairs
Registration - Invited Speakers
Registration - Plenary Speakers
Registration - Tutorial Speakers
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Sponsor Registration - CSIRO
Sponsor Registration - DSTG
Sponsor Registration - Google
Sponsor Registration - Infleqution
Sponsor Registration - JP Morgan
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Sponsor Registration - Pasqal
Sponsor Registration - Pawsey
Sponsor Registration - QHUB
Sponsor Registration - Unimelb
Sponsor Registration - Vic. Govt.
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Contact
  • Sunday, 24 November
    • 11:30 → 12:30
      Registration 1h Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
    • 12:30 → 14:30
      Introduction to quantum error mitigation 2h Harold White Theatrette (757 SWANSTON ST (BUILDING 199) )

      Harold White Theatrette

      757 SWANSTON ST (BUILDING 199)

      https://maps.unimelb.edu.au/point?identifier=PAR;199;1;124
      Speaker: Kristan Temme (IBM Quantum)
      TutorialKristan.pdf
    • 12:30 → 14:30
      Learning Theory 2h Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Sergii Strelchuk (University of Warwick)
    • 14:30 → 15:00
      Coffee Break 30m Courtyard (1888 Building)

      Courtyard

      1888 Building

      https://maps.unimelb.edu.au/point?poi=1001428253
    • 15:00 → 17:00
      Of ladders and frames: informationally complete measurements for quantum algorithms 2h Harold White Theatrette (757 Swanston St (Building 199))

      Harold White Theatrette

      757 Swanston St (Building 199)

      https://maps.unimelb.edu.au/point?identifier=PAR;199;1;124
      Speaker: Francesco Tacchino (IBM Quantum, IBM Research Europe - Zurich)
      Francesco.pdf
    • 15:00 → 17:00
      Representation theory for quantum computing 2h Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Martin Larocca
  • Monday, 25 November
    • 07:00 → 08:00
      Registration 1h Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
    • 08:00 → 08:30
      Welcome: Openning remarks Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Convener: Prof. Muhammad Usman (CSIRO and The University of Melbourne)
    • 08:30 → 08:50
      Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Marco Cerezo (Los Alamos National Laboratory)
      Does_absence_of_BPs_imply_simulability_ Abstract_QTML.pdf
    • 08:50 → 09:10
      Lie-algebraic classical simulations for variational quantum computing 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Matthew Goh (University of Oxford)
      g-sim QTML Abstract.pdf
    • 09:10 → 09:25
      Stabilizer Tensor Networks: universal quantum simulator on a basis of stabilizer states 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Sergi Masot Llima (Barcelona Supercomputing Center)
      extended abstract.pdf
    • 09:25 → 09:40
      Computing exact moments of local random quantum circuits via tensor networks 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Paolo Braccia (Los Alamos National Laboratory)
      Tensor_Networks_Haar_Averages-2.pdf
    • 09:40 → 09:55
      On the relation between trainability and dequantization of variational quantum learning models 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Adrián Pérez-Salinas (Leiden University - Lorentz Institute)
      EA_QTML2024.pdf
      trainability_and_dequantization-QTML.pdf
    • 09:55 → 10:25
      Arbitrary Polynomial Separations in Trainable Quantum Machine Learning 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Eric Anschuetz (California Institute of Technology)
      Eric.pdf
    • 10:30 → 11:00
      Coffee Break 30m Foyer (Sidney Myer Asia Centre)

      Foyer

      Sidney Myer Asia Centre

      https://maps.unimelb.edu.au/point?poi=1001428253
    • 11:00 → 11:45
      New Approaches for Training Quantum Neural Networks 45m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Nathan Wiebe (U Toronto)
      Nathan.pdf
    • 11:45 → 12:00
      Non-Unitary Quantum Machine Learning 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Jamie Heredge (University of Melbourne)
      QTML_2024_Abstract_Non_Unitary_QML_Heredge.pdf
    • 12:00 → 12:15
      Exponential quantum advantages in learning quantum observables from classical data 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Riccardo Molteni (Leiden University)
      QTML_extended_abstract.pdf
    • 12:15 → 12:30
      On spectral gaps of locally random one-dimensional nearest-neighbor quantum circuits 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Andrew Deneris (Los Alamos National Laboratory)
      Spectral_gap_abstract.pdf
    • 12:30 → 13:30
      Lunch 1h Building 162 (Student Pavilion)

      Building 162

      Student Pavilion

      https://maps.unimelb.edu.au/point?identifier=PAR;162;2;201
    • 13:30 → 14:00
      Quantum resources of quantum and classical variational methods 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Eliška Greplová (Delft University of Technology)
      Eliska.pdf
    • 14:00 → 14:15
      Symmetry breaking in geometric quantum machine learning in the presence of noise 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Cenk Tüysüz (DESY)
      QTML_20241125.pdf
      Symmetry breaking in geometric quantum machine learning in the presence of noise.pdf
    • 14:15 → 14:35
      Quantum advantage against classical gradient methods for learning over non-uniform distributions 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Jarrod McClean (Google Quantum AI)
      abstract_QTML.pdf
      talk_final.pdf
    • 14:35 → 14:50
      On the expressivity of embedding quantum kernels 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Elies Gil-Fuster (Freie Universität Berlin, Fraunhofer HHI Berlin)
      EA_QTML2024.pdf
    • 14:50 → 15:05
      Quantum linear algebra is all you need for Transformer architectures 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Naixu Guo (CQT, NUS)
      Q algorithm for Transformer (2).pdf
    • 15:05 → 15:20
      Concept learning of quantum models from limited measurements 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Beng Yee Gan (National University of Singapore)
      Concept learning of quantum models from limited measurements.pdf
    • 15:20 → 15:50
      Coffee Break 30m Foyer (Sidney Myer Asia Centre)

      Foyer

      Sidney Myer Asia Centre

      https://maps.unimelb.edu.au/point?poi=1001428253
    • 19:00 → 22:00
      Conference Reception 3h Gratten street entrence (Science Gallery)

      Gratten street entrence

      Science Gallery

      114 Grattan St, Parkville VIC 3052 https://shorturl.at/3PofA
  • Tuesday, 26 November
    • 08:00 → 08:30
      Registration 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
    • 08:30 → 09:30
      Virtual Panel Session: The future of Quantum Computing 1h Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speakers: Aram Harrow (Massachusetts Institute of Technology), Prof. Barry Sanders (University of Calgary)
    • 09:30 → 10:00
      Progress and challenges in quantum feature engineering 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Kristan Temme (IBM Quantum)
      InvitedKristan.pdf
    • 10:00 → 10:15
      Noise-tolerant learnability of shallow quantum circuits from statistics and the cost of quantum pseudorandomness 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Chirag Wadhwa (University of Edinburgh)
      qtml-nisq-ea.pdf
    • 10:15 → 10:30
      Provable Advantage in Quantum PAC Learning 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Dr Sergii Strelchuk (University of Warwick)
      QTML__Extended_Abstract.pdf
    • 10:30 → 11:00
      Coffee Break 30m Foyer (Sidney Myer Asia Centre)

      Foyer

      Sidney Myer Asia Centre

      https://maps.unimelb.edu.au/point?poi=1001428253
    • 11:00 → 11:45
      Waiting for QML 45m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Jens Eisert (FU Berlin)
      Jens.pdf
    • 11:45 → 12:00
      Learning shallow quantum circuits with many-qubit gates 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia

      Shallow quantum circuits lie at the forefront of modern experimental capabilities and theoretical understanding. In this work, we present the first computationally-efficient algorithm for average-case learning of a class of shallow circuits with many-qubit gates. Namely, we provide a quasipolynomial sample and time complexity algorithm for learning 1/poly(n)-approximate unitaries of QAC^0 circuits, i.e., constant-depth circuits with arbitrary single-qubit gates and polynomially many CZ gates of un-bounded width. Note that QAC^0 implements circuits requiring linear-depth in the 1D geometry and
      logarithmic-depth in the all-to-all-connected geometry of constant-width gates. Furthermore, leveraging our learned QAC0 unitaries, we provide an efficient algorithm for circuit synthesis of poly-logarithmic depth QAC circuits, making progress towards a quasipolynomial proper-learning algorithm for QAC0.

      Speaker: Francisca Vasconcelos (UC Berkeley)
      learning_shallow_circuits.pdf
    • 12:00 → 12:15
      Learning Quantum Processes with Quantum Statistical Queries 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Mina Doosti (University of Edinburgh)
      qtml-qpsq-EA.pdf
    • 12:15 → 12:30
      Quantum topological data analysis: learning graph properties from thermal states 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Chukwudubem Umeano (University of Exeter)
      Learning graph properties from ground states.pptx
      QTML_2024_abstract__TDA_and_graphs_.pdf
    • 12:30 → 13:30
      Lunch 1h (Student Pavilion) (Building 162)

      (Student Pavilion)

      Building 162

      https://maps.unimelb.edu.au/point?identifier=PAR;162;2;201
    • 13:30 → 14:00
      Interplay between differential equations and quantum machine learning 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Nana Liu (University of Michigan- Shanghai Jiao Tong University)
      nana.pdf
    • 14:00 → 14:15
      Group convolution quantum algorithms: an application to PDEs 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speakers: Mr Arsalan Motamedi (University of Waterloo), Ms Grecia Castelazo (Massachusetts Institute of Technology)
      Quantum_algorithm_convolution_for_PDEs.pdf
    • 14:15 → 14:30
      Tomography-aided Feedback-based Quantum Algorithms for Ground State Calculation on Trapped-Ion Quantum Processors 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Vamshi Mohan Katukuri
      Abstract_QTML_2024__Vamshi_.pdf
    • 14:30 → 14:45
      Inference from interference: hidden subgroups as a learning problem 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Ms Maria Schuld (Xanadu Quantum Technologies)
      QTML_24_abstract (1).pdf
    • 14:45 → 15:00
      Non-asymptotic Approximation Error Bounds of Parametrized Quantum Circuits 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Zhan Yu (National University of Singapore)
      Nonasymptotic Approximation Error Bounds of PQCs.pdf
    • 15:00 → 15:15
      On fundamental aspects of Quantum Extreme Learning Machines and Reservoir Computing 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Prof. Thiparat Chotibut (Chulalongkorn University)
      QRC_conf_submission.pdf
    • 15:15 → 15:35
      Learning quantum states of continuous variable systems 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Jens Eisert (FU Berlin)
      QTML_abstract.pdf
    • 16:00 → 17:30
      Posters Foyer (Sidney Myer Asia Centre)

      Foyer

      Sidney Myer Asia Centre
  • Wednesday, 27 November
    • 08:00 → 08:30
      Registration 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
    • 08:30 → 09:00
      Think Global, Measure Local 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Chris Ferrie (University of Technology Sydney)
      Chris.pdf
    • 09:00 → 09:20
      Guided Quantum Compression for High Dimensional Data Classification 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Vasilis Belis (ETH Zurich)
      qtml24_gqc_dimred.pdf
    • 09:20 → 09:35
      Quantum Algorithm for Apprenticeship Learning 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Debbie Lim (University of Latvia)
      QAL.pdf
    • 09:35 → 09:50
      Quantum algorithms for spectral sums 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Alessandro Luongo (Centre for Quantum Technologies)
      SpeQtral_Sums.pdf
    • 09:50 → 10:05
      Quantum Algorithms for the Pathwise Lasso 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Tushar Vaidya (Nanyang Technological University)
      QTML Extended abstract.pdf
    • 10:05 → 10:20
      Quantum Neural Networks Diagnostics with Neural Tangent Kernels 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Dr Francesco Tacchino (IBM Quantum, IBM Research, Zurich)
      QTML2024_abstract_QNN_diagnostic_NTK.pdf
    • 10:20 → 10:35
      Predicting adaptively chosen observables in quantum systems 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Jerry Huang (California Institute of Technology)
      extended_abstract.pdf
    • 10:35 → 11:00
      Coffee Break 25m Foyer (Sidney Myer Asia Centre)

      Foyer

      Sidney Myer Asia Centre

      https://maps.unimelb.edu.au/point?poi=1001428253
    • 11:00 → 11:20
      Online learning of quantum processes 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Dr Sumeet Khatri (Freie Universität Berlin)
      Extended_Abstract_QTML_Online_Learning_Processes.pdf
    • 11:20 → 11:35
      Robust shallow shadows 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Renato Mello da Silva Farias (Technology Innovation Institute)
      abstract.pdf
    • 11:35 → 11:55
      Towards a Rigorous Framework to Analyze Quantum Machine Learning 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Alexander Nietner (FU-Berlin)
      ExtendedAbstract.pdf
    • 11:55 → 12:10
      Using variance of gradients to explain quantum phase recognition algorithms 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Dr Nathan McMahon (Friedrich-Alexander University)
      QTML2024_Abstract.pdf
    • 12:10 → 12:25
      Learning quantum states and unitaries of bounded gate complexity 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Laura Lewis (California Institute of Technology; Google Quantum AI)
      extended_abstract_QTML.pdf
      talk_final.pdf
    • 12:25 → 14:00
      Lunch 1h 35m (Student Pavilion) (Building 162)

      (Student Pavilion)

      Building 162

      https://maps.unimelb.edu.au/point?identifier=PAR;162;2;201
    • 14:00 → 15:30
      Industry Talks: Presentations from Industry Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia

      Presentations from Industry

      • 14:00
        University of Melbourne 15m
        Speaker: Harry Quiney
      • 14:15
        CSIRO 15m
        Speaker: Chris Value (CSIRO)
      • 14:30
        JP Morgan 15m
        Speaker: Shouvanik Chakrabarti (JP Morgan)
      • 14:45
        Government of Victoria 15m
        Speaker: Amanda Caples (Victorian Government (DJSIR))
      • 15:00
        Pasqal QPU toward quantum reality 15m
        Speaker: Heejeong Jeong (Pasqal)
    • 16:00 → 18:00
      Posters Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
    • 19:00 → 22:00
      Conference Dinner 3h Plaza Ballroom

      Plaza Ballroom

      191 Collins Street, Melbourne VIC 3000 Located in the Regent Theatre Google Maps: https://shorturl.at/YPvDC
  • Thursday, 28 November
    • 08:30 → 09:00
      Registration 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
    • 09:00 → 09:30
      An Efficient Classical Algorithm for Simulating Short Time 2D Quantum Dynamics 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Yewei Yuan
      xiao.pdf
    • 09:30 → 09:50
      Engineered dissipation to mitigate barren plateaus 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Antonio Sannia (IFISC)
      QTML24.pdf
    • 09:50 → 10:05
      Adversarial Robustness Guarantees for Quantum Classifiers 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Max West (Melbourne University)
      qtml_ab-1.pdf
    • 10:05 → 10:20
      Improving Quantum Approximate Optimization by Noise-Directed Adaptive Remapping 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Jacob Biamonte
      QTML_NDAR_Abstract.pdf
    • 10:20 → 11:00
      Coffee Break 40m Foyer (Sidney Myer Asia centre)

      Foyer

      Sidney Myer Asia centre

      https://maps.unimelb.edu.au/point?poi=1001428253
    • 11:00 → 11:30
      Exponential Quantum Communication Advantage in Distributed Inference and Learning 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Dar Gilboa (Google)
      Exponential_Quantum_Communication_Advantage_in_Distributed_Learning (14).pdf
    • 11:30 → 11:50
      Training-efficient density quantum machine learning 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Snehal Raj (QC Ware, France. LIP6, CNRS, Sorbonne University)
      DensityQNN.pdf
    • 11:50 → 12:10
      State reconstruction via a photonic quantum extreme learning machine in the angular momentum of single photons 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Taira Giordani (Sapienza Università di Roma)
      qtml_2024_Melbourne.pdf
    • 12:10 → 12:30
      Towards large-scale quantum optimization solvers with few qubits 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Lucas Borges (TII/UFRJ)
      Submission_QTML.pdf
    • 12:30 → 14:00
      Lunch 1h 30m (Student Pavilion) (Building 162)

      (Student Pavilion)

      Building 162

      https://maps.unimelb.edu.au/point?identifier=PAR;162;2;201
    • 14:00 → 14:30
      Quantum Computing for High Energy Physics: state of the art and challenges 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Sofia Vallecorsa
      SophiaV.pdf
    • 14:30 → 14:45
      Limitations of measure-first protocols in quantum machine learning 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Casper Gyurik (Leiden University)
      Extended_abstract_QTML.pdf
    • 14:45 → 15:00
      Connecting phases of matter to the flatness of the loss landscape in analog variational quantum algorithms 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Kasidit Srimahajariyapong (Chulalongkorn University)
      Kasidit_QTML_abstract.pdf
      Kasidit_QTML_appendix.pdf
      Kasidit_QTML_reference.pdf
    • 15:00 → 15:15
      Classification of the Fashion-MNIST Dataset on a Quantum Computer 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Kevin Shen
      abstract___QTML___2 (1).pdf
    • 15:15 → 15:30
      Tensor-Networks-based Learning of Probabilistic Cellular Automata Dynamics 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Heitor Casagrande (Okinawa Institute of Science and Technlogy)
      MPSLearningOfPCA-3.pdf
    • 15:30 → 16:00
      Coffee 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
    • 16:00 → 16:15
      Prospects of Privacy Advantage in Quantum Machine Learning 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Dr Shouvanik Chakrabarti (JP Morgan)
      QTML_2024_Extended_Abstract_Prospects_Of_Privacy_Advantage_QML.pdf
    • 16:15 → 16:30
      Drug Discovery with a Quantum Annealing Born Machine 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Vladimir Vargas Calderón (Zapata AI)
      2024_QTML_Abstract_drug.pdf
    • 16:30 → 16:45
      Quantum kernel learning for bosonic modes 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Dr Carolyn Wood (The University of Queensland)
      Wood_QTML2024_abstract.pdf
    • 16:45 → 17:00
      Trade-off between Gradient Measurement Efficiency and Expressivity in Deep Quantum Neural Networks 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Koki Chinzei (Quantum Laboratory, Fujitsu Limited)
      abstract_QTML2024_v4.pdf
  • Friday, 29 November
    • 08:30 → 09:00
      Registration 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
    • 09:00 → 09:20
      Predicting Ground State Properties: Constant Sample Complexity and Deep Learning Algorithms 20m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia

      A fundamental problem in quantum many-body physics is that of finding ground states of local Hamiltonians. A number of recent works gave provably efficient machine learning (ML) algorithms for learning ground states. Specifically, [Huang et al. Science 2022], introduced an approach for learning properties of the ground state of an n-qubit gapped local Hamiltonian H from only poly(n) data points sampled from Hamiltonians in the same phase of matter. This was subsequently improved by [Lewis et al. Nature Communications 2024], to log(n) samples when the geometry of the n-qubit system is known. In this work, we introduce two approaches that achieve a constant sample complexity, independent of system size n, for learning ground state properties. Our first algorithm consists of a simple modification of the ML model used by Lewis et al. and applies to a property of interest known beforehand. Our second algorithm, which applies even if a description of the property is not known, is a deep neural network model. While empirical results showing the performance of neural networks have been demonstrated, to our knowledge, this is the first rigorous sample complexity bound on a neural network model for predicting ground state properties. We also perform numerical experiments that confirm the improved scaling of our approach compared to earlier results.

      Speaker: Marc Wanner (Department of Computer Science and Engineering, Chalmers University of Technology)
      Presentation_QTML2024.pdf
    • 09:20 → 09:35
      Graybox quantum system identification and control 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Dr Akram Youssry (RMIT University)
      Akram_abstract.pdf
    • 09:35 → 09:50
      TetrisCNN: Unsupervised detection of quantum phases and their local order parameters from projective measurements 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Kacper Cybiński (Faculty of Physics, University of Warsaw)
      Abstract_QTML.pdf
      Cybinski_TetrisCNN_QTML.pdf
    • 09:50 → 10:05
      Classical shadows with symmetries 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Frederic Sauvage (Quantinuum)
      abstract_classical_shadows_with_symmetries.pdf
    • 10:05 → 10:20
      Unveiling quantum phase transitions from traps in variational quantum algorithms 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Chenfeng Cao (Phasecraft)
      Machine_learning_for_phase_transitions__Abstract_-4.pdf
    • 10:20 → 10:35
      Architectures and random properties of symplectic quantum circuits 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Dr Diego García-Martín (Los Alamos National Laboratory)
      extended_abstract_qtml.pdf
    • 10:35 → 11:00
      Coffee Break 25m Foyer (Sidney Myer Asia centre)

      Foyer

      Sidney Myer Asia centre
    • 11:00 → 11:30
      Scalable quantum dynamics compilation with quantum machine learning 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Lukasz Cincio (Los Alamos National Laboratory)
      lukasz.pdf
    • 11:30 → 11:45
      Quantum encoder for fixed Hamming-weight subspaces 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Dr Thiago O. Maciel (Technology Innovation Institute)
      qtml_seminar.pdf
    • 11:45 → 12:00
      Opportunities and limitations of explaining quantum machine learning 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Jonas Naujoks (Fraunhofer HHI)
      EA_QTML2024.pdf
    • 12:00 → 12:15
      Multidimensional Quantum Generative Modeling by Quantum Hartley Transform 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Hsin-Yu Wu (University of Exeter)
      QTML 2024_Hsin-Yu Wu.pdf
    • 12:15 → 12:30
      Improving quantum machine learning via quantum refrigerator 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Nayeli Azucena Rodriguez Briones (Technische Universität Wien)
      Improving_QML_quantum_refrigerator.pdf
    • 12:30 → 14:00
      Lunch 1h 30m (Student Pavilion) (Building 162)

      (Student Pavilion)

      Building 162

      https://maps.unimelb.edu.au/point?identifier=PAR;162;2;201
    • 14:00 → 14:30
      Variational quantum algorithms: adaptive and pulse-based approaches 30m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Sophia Economou (Virginia Tech)
      SophiaE.pdf
    • 14:30 → 14:45
      Quantum-Like Contextuality in Large Language Models 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Kin Ian Lo (University College London (UCL))
      LoSadrMans.pdf
    • 14:45 → 15:00
      Optimal Universal Quantum Encoding for Statistical Inference 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Farhad Farokhi (The University of Melbourne)
      Paper
      Presentation.pdf
    • 15:00 → 15:15
      Probabilistic Compression Gadgets 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Francisca Vasconcelos (UC Berkeley)
      Probabilistic_Compression_Gadget_QTML_Abstract.pdf
    • 15:15 → 15:30
      Adaptive Quantum magnetometry using Myopic Entropy reduction 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Julian Greentree (University of Melbourne)
      QTML 2024 abstract.pdf
    • 15:30 → 16:00
      Coffee Break 30m Foyer (Sidney Myer Asia Centre)

      Foyer

      Sidney Myer Asia Centre

      https://maps.unimelb.edu.au/point?poi=1001428253
    • 16:00 → 16:15
      Quantum Enhanced Knowledge Distillation 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Simone Piperno ((University of Rome "La Sapienza", Italy))
      Knowledge_Distillation_QTML_2024.pdf
    • 16:15 → 16:30
      Reducing Measurement Costs by Recycling the Hessian in Adaptive Variational Quantum Algorithms 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Mafalda Ramôa (Virginia Tech, INL, University of Minho, INESC TEC)
      QTML_Abstract.pdf
      Recycling the Hessian.pptx
    • 16:30 → 16:45
      Information compression via hidden subgroup quantum autoencoders 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speakers: Dr Fei Meng (City University of Hong Kong), Prof. Oscar Dahlsten (City University of Hong Kong)
      QTML-Extended Abstract.pdf
    • 16:45 → 17:00
      Enabling Aerodynamics Simulations with Quantum Neural Networks and Novel Trainable Features Maps 15m Carrillo Gantner Theatre

      Carrillo Gantner Theatre

      University of Melbourne

      Sidney Myer Asia Centre, Swanston St, University of Melbourne VIC 3010, Australia
      Speaker: Youssef Achari Berrada (BMW Group / FAU)
      QTML_2024_extended_abstract.pdf
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