ITP-quantumseminare

itp-quantumseminare@lists.phys.ethz.ch

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This weeks QIT Seminars (Tuesday 2pm, E 41.1; Wednesday 2pm, HIT H51)
by Ladina Hausmann 17 Oct '22

17 Oct '22

Hi all, This week, we will have two talks on Tuesday and one talk on Wednesday. On Tuesday Simon Cichy will tell us about 'A perturbative gadget for delaying the onset of barren plateaus in variational quantum algorithms' and Marcus Haberland will talk about 'Security of Relativistic Quantum Key Distribution'. These talks will take place at 2pm in HIT E 41.1 or on Zoom https://ethz.zoom.us/j/362994444. On Wednesday Paul Colomer Saus will tell us about 'Quantum-enhanced estimation of a mode parameter’. This talk will take place at 2pm in HIT H51 or on Zoom https://ethz.zoom.us/j/362994444. See below for the abstracts. Best, Ladina %%%%%% Title: A perturbative gadget for delaying the onset of barren plateaus in variational quantum algorithms (https://arxiv.org/abs/2210.03099) Abstract: Variational quantum algorithms are being explored as a promising approach to finding useful applications for noisy intermediate-scale quantum computers. However, cost functions corresponding to many problems of interest are inherently global, defined by Hamiltonians with many-body interactions. Consequently, the optimization landscape can exhibit exponentially vanishing gradients, so-called barren plateaus, rendering optimal solutions difficult to find. Strategies for mitigating barren plateaus are therefore needed to make variational quantum algorithms trainable and capable of running on larger-scale quantum devices. In this work, we contribute the toolbox of perturbative gadgets to the portfolio of methods being explored in the quest for making noisy intermediate-scale quantum devices useful. Specifically, we introduce a novel perturbative gadget, tailored to variational quantum algorithms, that can be used to avoid barren plateaus. Our perturbative gadget encodes an arbitrary many-body Hamiltonian corresponding to a global cost function into the low-energy subspace of a three-body Hamiltonian. Our construction requires rk additional qubits for a k-body Hamiltonian comprising r terms. We provide rigorous guarantees on the optimization of the local cost function defined by our three-body gadget Hamiltonian with respect to the original cost function, and we prove that this local cost function exhibits non-vanishing gradients, thus delaying the onset of barren plateaus. We then provide numerical demonstrations to show the functioning of our approach. %%%%%% Title: Security of Relativistic Quantum Key Distribution Abstract: In this Master’s Thesis, we prove security for Relativistic Quantum Key Distribution (QKD) by utilizing the fact that any malicious adversary is constrained to respect causality. This can be achieved easily in experiments by granting Alice and Bob access to synchronized clocks in addition to their quantum machines, as they can then time the different steps of their QKD protocol appropriately. We design three novel QKD protocols, which are based on ideas from [KRKM18]. We utilize the Generalized Entropy Accumulation Theorem from [MR22] to numerically prove finite-size security against general adversarial attacks and compute the key rates for two of them. We explain our reasoning as to why we conjecture the third photonic implementation to be secure as well, based on the idea of squashing from [GBN+14]. We show that by relying solely on causality as a security guarantee in QKD, one can establish high key rates and may achieve the maximum theoretically allowed scaling of the key rate in losses. This has importance for satellite-based and large-scale QKD networks and proves that entropic uncertainty, which grants security for well-established protocols like B92 and BB84, is not the only concept that can be used to prove QKD secure. Literature: [KRKM18] - K. S. Kravtsov, I. V. Radchenko, S. P. Kulik, and S. N. Molotkov. Relativistic quantum key distribution system with one-way quantum communication. Sci Rep, 8(6102), Apr 2018. doi:10.1038/s41598- 018-24533-6. [MR22] - Tony Metger and Renato Renner. Security of quantum key distribution from generalised entropy accumulation, 2022. doi:10.48550/ARXIV.2203.04993. [GBN+14] - O. Gittsovich, N. J. Beaudry, V. Narasimhachar, R. Romero Alvarez, T. Moroder, and N. Lütkenhaus. Squashing model for detectors and applications to quantum-key-distribution protocols. Phys. Rev. A, 89:012325, Jan 2014. doi:10.1103/PhysRevA.89.012325. %%%%% Title: Quantum-enhanced estimation of a mode parameter. Abstract: High-precision experiments in interferometry, spectroscopy, positioning, and timing use light parameters to encode information. Therefore, it is critical to estimate them accurately. Using non-classical states of light, it is possible to enhance the sensitivity on the estimation of light-mode parameters (such as the wavelength or the spatial shape) beyond the standard quantum limit. In the presentation, we will discuss how to estimate with quantum-enhanced sensitivity a radial displacement of a light beam in an arbitrary direction and the wavelength. We will find which light-mode schemes allow quantum-enhanced sensitivities, and which quantum states maximize them.

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Tomorrow's QIT Seminar 2pm in HIT E 41.1 & zoom
by Hausmann Ladina 10 Oct '22

10 Oct '22

Hi all, Tomorrow Gerard Aguilar Tapia will tell us about his master thesis entitled 'Error mitigation for near-term quantum computers using Lanczos subspace expansion'. See below for the abstract. The talk will take place at 2pm in HIT E 41.1 or on Zoom: https://ethz.zoom.us/j/362994444. Best, Ladina %%%%%%%% Among the numerous approaches that have been proposed for error mitigation in the recent years, the Lanczos subspace expansion stands as an interesting candidate for the task. In this talk I present my thesis work, for which I performed a detailed study of this method for mitigating noise in electronic structure calculations. It will be shown that unlike other schemes it is capable of exponentially supressing both coherent and incoherent noise just at the cost of some additional Pauli measurements. On the other hand, I formally assess some of the downsides of the algorithm that hinder its utility in real scenarios, namely: the unfavourable scaling of the number of measurements and the instability against shot-noise. With that I will also mention some of the attempts to overcome this issues.

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Tomorrow's QIT Seminar 2pm HIT E 41.1 & zoom
by Ladina Hausmann 03 Oct '22

03 Oct '22

Hi all, Tomorrow Maarten Grothus will tell us about his master thesis with Vilasini entitled 'Compatibility of Cyclic Causal Structures with Spacetime in General Theories with Free Interventions'. See below for the abstract. The talk will take place at 2pm in HIT E 41.1 or on Zoom: https://ethz.zoom.us/j/362994444. Best, Ladina %%%%% By relating and ordering events, causality constitutes a pivotal feature of our world. However, different notions of causality exist, whose relation is not completely under- stood so far. In particular, we may consider both information-theoretic causality, covering the operational idea of information processing, and relativistic causality, linked to a light cone structure limiting signalling to the future. In this work, we improve on various results on the connection between both notions, as studied by V. Vilasini and R. Colbeck in [1][2], in particular for questions of cyclicity. In the first part, we take an information-theoretic point of view, reviewing general, potentially cyclic or fine-tuned causal models. Here, the most general way of sig- nalling is given by a concept of generalized affects relations, which use interventions on the model to uncover relations between nodes in these graphs. Building from their results, we study the properties of these affects relations and establish new ways to use them to characterize causal structures. focusing on higher-order (HO) affects relations in particular, we can use knowledge of the absence of affects re- lations for causal inference. Further, we demonstrate a complete and constructive way to detect causal loops from a set of affects relations. In the second part, we embed these causal structures into a generic spacetime whose causal structure forms a partial order. Here, it was shown in [2] that limiting sig- nalling to the relativistic future does not suffice to generally rule out operationally detectable causal loops. In light of this, we propose additional stability conditions on the spacetime embedding and find that this can rule out a class of operationally detectable loops that cannot be ruled out by the principle of no-signalling (out- side the relativistic future) alone. We then propose a number of order-theoretic properties that we conjecture to hold in Minkowski spacetime with d ≥ 2 spatial dimensions. This would imply that in contrast to our result for generic spacetimes, in that Minkowski case, the no-signalling principle is indeed sufficient for ruling out this class of loops. Finally, we deduce novel restrictions for compatibility for certain HO affects relations. [1] Phys. Rev. A, 106, p. 032204 (2022) [2] Phys. Rev. Lett., 129, p. 110401 (2022)

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Tomorrow's QIT Seminar 2pm HIT E 41.1 & zoom
by Ladina Hausmann 26 Sep '22

26 Sep '22

Hi all, Tomorrow Esteban Castro-Ruiz will tell us about his recent work 'Quantum conformal symmetries for spacetimes in superposition’ (https://arxiv.org/abs/2207.00021). See below for the abstract. The talk will take place at 2pm in HIT E 41.1 or on Zoom: https://ethz.zoom.us/j/362994444. Best, Ladina %%%%%% Without a complete theory of quantum gravity, the question of how quantum fields and quantum particles behave in a superposition of spacetimes seems beyond the reach of theoretical and experimental investigations. Here we use an extension of the quantum reference frame formalism to address this question for the Klein-Gordon field residing on a superposition of conformally equivalent metrics. Based on the group structure of ``quantum conformal transformations'', we construct an explicit quantum operator that can map states describing a quantum field on a superposition of spacetimes to states representing a quantum field with a superposition of masses on a Minkowski background. This constitutes an extended symmetry principle, namely invariance under quantum conformal transformations. The latter allows to build an understanding of superpositions of diffeomorphically non-equivalent spacetimes by relating them to a more intuitive superposition of quantum fields on curved spacetime. Furthermore, it can be used to import the phenomenon of particle production in curved spacetime to its conformally equivalent counterpart, thus revealing new features in modified Minkowski spacetime.

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Tomorrow's QIT Seminar 2pm HIT E 41.1 & zoom
by Ladina Hausmann 19 Sep '22

19 Sep '22

Hi all, Tomorrow Anna Efimova will tell us about her semesterthesis with Ramona. See below for the abstract. The talk will take place at 2pm in HIT E 41.1 or on Zoom: https://ethz.zoom.us/j/362994444. Best, Ladina %%%% Today I'm going to tell you about Quantum Random Number Generators which can be used in different areas from physics experiments to commercial purposes. However, true randomness is not always understood correctly. We are going to consider different scenarios of device imperfections and emphasize some important details of the mathematical description of different protocols.

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Tomorrow's QIT Seminar 2pm HIT E 41.1 & zoom
by Ladina Hausmann 12 Sep '22

12 Sep '22

Hi all, Tomorrow we will have two talks. Marc Sanz Drudis will tell us about his semester project with Lidia del Rio. Florian Meier will tell us about his master thesis he conducted in Vienna, entitled 'Performance limits of decay clocks'. See below for the abstracts. The talks will take place at 2pm in E 41.1 or on Zoom: https://ethz.zoom.us/j/362994444. Best, Ladina %%%% Contextuality in quantum mechanics is one of the main features that set it aside from "classical" theories. Before making such an assumption one wants to be convinced that a non-contextual model would not be able to replicate the same results. Pre- and Post- Selection Paradoxes (PPS Paradoxes) are a good candidate to prove contextuality. In 2014 it was proven that the existence of anomalous weak values in quantum mechanics makes it incompatible with any non-contextual model. A year after that it was proven that a non-contextual model would not be able to replicate "Logical" PPS Paradoxes. We try to relax the assumption that our PPS Paradoxes need to be logical by exploring the relationship between weak values and PPS paradoxes. We show that we can relax the assumption for binary measurements and establish a methodology to generalize the result to an arbitrary number of possible outcomes. %%%% Performance limits of decay clocks Clocks are among the most precise measurement devices ever built, but like anything else, they are bound by the laws of thermodynamics. As a consequence, all clocks are inherently subject to noise and thus cannot be infinitely precise. We examine these limitations and the thermodynamic cost of running a clock. From minimal assumptions, we derive that processes driving a clock must be irreversible. In the simplest memory-less thermodynamic setting, this leads to exponential decay. Under the assumption of a fixed decay rate \Gamma Γ, we explore what types of quantum clocks can be built using an exponentially decaying process to generate the ticks of the clock, but with a clockwork that is otherwise unconstrained. Using the average number of ticks N N until a clock is off by one tick as the measure for its accuracy, and the inverse average tick time as the measure for its resolution R R, we show that any increase in accuracy ultimately comes at the cost of resolution, subject to the bound N\leq \Gamma^2/R^2 N≤Γ 2 /R 2 . With a periodic process in the clockwork to concentrate the decay event probability to specific times, we can build clocks that approach this optimal accuracy-resolution trade-off. Based on a quantum clock from Schwarzhans et al. [1], that uses as its only resource out of equilibrium heat baths, we design a clock that we conjecture to reach the scaling N\sim \text{const.}/R^2 N∼const./R 2 asymptotically. In this example, the entropy production grows linearly with the accuracy, confirming the thermodynamic limitation of the clock performance. [1] Emanuel Schwarzhans, Maximilian P. E. Lock, Paul Erker, Nicolai Friis, and Marcus Huber. Autonomous Temporal Probability Concentration: Clockworks and the Second Law of Thermodynamics. RX, 11(1):011046, 2021. doi: 10.1103/PhysRevX.11.011046. URL https://link.aps.org/doi/10.1103/PhysRevX.11.011046 <https://link.aps.org/doi/10.1103/PhysRevX.11.011046>.

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Semester project
by nexis md 11 Sep '22

11 Sep '22

Hello, My name is Marc Sanz Drudis. I have been doing my semester project with Lidia del Rio and will be presenting this week. Apparently, I needed to send you and abstract, so here it is: """ Contextuality in quantum mechanics is one of the main features that set it aside from "classical" theories. Before making such an assumption one wants to be convinced that a non-contextual model would not be able to replicate the same results. Pre- and Post- Selection Paradoxes (PPS Paradoxes) are a good candidate to prove contextuality. In 2014 it was proven that the existence of anomalous weak values in quantum mechanics makes it incompatible with any non-contextual model. A year after that it was proven that a non-contextual model would not be able to replicate "Logical" PPS Paradoxes. We try to relax the assumption that our PPS Paradoxes need to be logical by exploring the relationship between weak values and PPS paradoxes. We show that we can relax the assumption for binary measurements and establish a methodology to generalize the result to an arbitrary number of possible outcomes. """ At what time and where will the presentation be? Best Regards, Marc

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Tomorrow's QIT Seminar 13:30 HIT K 52 & zoom
by Ladina Hausmann 05 Sep '22

05 Sep '22

Hi all, Tomorrow Elie Bermot will tell us about his master thesis conducted at IBM entitled 'Quantum Generative Adversarial Networks for Anomaly Detection in High Energy Physics'. See below for the abstract. The talk will take place at 13:30 in HIT K 52 or on Zoom: https://ethz.zoom.us/j/362994444. Best, Ladina %%%%%%%% The standard model (SM) of particle physics is an accomplishment of decades of theoretical and experimental work. It describes almost all known elementary particles and their interactions: strong, weak and electromagnetic. However, some of the observed events occurring in a particle accelerator, e.g., the Large Hadron Collider, correspond to anomalous and unpredictable events, whereby the underlying physics is not governed by the SM. The detection of anomalous events and, the corresponding potential discovery of new fundamental physics, is far from trivial. In fact – until recently – most of the high energy physics data analysis relied on model-specific selection process. In this work, we consider a quantum generative adversarial network (qGAN) based scoring function that identifies anomalous events by determining whether an event is characteristic for a certain background distribution such as the SM. We implement the qGAN training and the anomaly detection scheme with Qiskit and test the method on proof-of-principle examples using numerical simulations as well as actual IBM quantum processors.

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No QIT seminar tomorrow
by Ladina Hausmann 31 Aug '22

31 Aug '22

Hi all, there is no group seminar scheduled for tomorrow. Best, Ladina

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Tomorrow's QIT Seminar 2pm HIT J 52 & zoom
by Ladina Hausmann 22 Aug '22

22 Aug '22

Hi all, Tomorrow Luca Righetti will tell us about his master thesis with IBM, entitled 'MC-PDFT Embedding scheme for electronic structure quantum algorithms'. See below for the abstract. The talk will take place at 2pm in HIT J 52 or on Zoom: https://ethz.zoom.us/j/362994444. Best, Ladina %%%%% In this work we propose a new hybrid quantum algorithm combining the Variational Quan- tum Eigensolver (VQE) algorithm with a classical embedding method. The embedding consists in employing Multiconfiguration Pair Density Functional Theory (MC-PDFT) theory as a post-processing method for calculating the final energy of the system, after obtaining the ground state wave function from the quantum computer. In this way, we are able to treat to exponentially scaling part of the problem with VQE, with the promise of a speed up in the computation. The hybrid algorithm is motivated by the need of prop- erly treating electron correlation in strongly correlated systems. In out case, VQE mainly takes care of the static part of the correlation while the MC-PDFT embedding allows to recover most of the dynamic correlation. The MC-PDFT theory combines wave function calculations with Density Functional Theory (DFT). We also propose a self-consistently optimized version of VQE, where molecular coefficient are re-optimized after every itera- tion until convergence. In this way, we are able to achieve better accuracy in the resulting energy. By comparing the performance of our algorithm with classical methods having similar computational costs, we observe an improvement in the accuracy of dissociation energies and ground state energies of different molecules. We test our embedding method with H2, H2O and N2. Our aim is not only to enhance the precision of VQE in predicting molecular energies, but also to reduce the depth and the width of the quantum circuit. The classical embedding allows us to alleviate quantum resources by treating part of the dynamical correlation. Since MC-PDFT consists in an active space (AS) calculation, the number of orbitals required is lower and so is the number of qubits. We also achieve a significant reduction in the gate count by combining the MC-PDFT embedding and the ADAPT-VQE algorithm. Results show a reduction in the number of CNOTs by more than half compared to the initial count in some cases. Overall, this algorithm is able to achieve, in most cases, an accuracy comparable to more computationally expensive clas- sical methods and to reduce quantum resources while maintaining a reasonable precision in the results. We believe that this method can pave the way toward the simulation of larger molecular systems with current quantum devices.

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