Forensics of Transpiled Quantum Circuits
- URL: http://arxiv.org/abs/2412.18939v1
- Date: Wed, 25 Dec 2024 16:10:34 GMT
- Title: Forensics of Transpiled Quantum Circuits
- Abstract summary: Many third-party cloud providers set up quantum hardware as a service to maximize performance at minimal cost.<n>There is little visibility to where the execution of the circuit is taking place.<n>We trace the coupling map of the hardware where the transpilation of the circuit took place from the transpiled program.
- Score: 2.089191490381739
- License: http://creativecommons.org/licenses/by-nc-nd/4.0/
- Abstract: Many third-party cloud providers set up quantum hardware as a service that includes a wide range of qubit technologies and architectures to maximize performance at minimal cost. However, there is little visibility to where the execution of the circuit is taking place. This situation is similar to the classical cloud. The difference in the quantum scenario is that the success of the user program is highly reliant on the backend used. Besides, the third-party provider may be untrustworthy and execute the quantum circuits on less efficient and more error-prone hardware to maximize profit. Thus, gaining visibility on the backend from various aspects will be valuable. Effective forensics can have many applications including establishing trust in quantum cloud services. We introduce the problem of forensics in the domain of quantum computing. We trace the coupling map of the hardware where the transpilation of the circuit took place from the transpiled program. We perform experiments on various coupling topologies (linear, T-shaped, H-shaped, and loop) on IBM backends. We can derive the coupling map from the transpiled circuits with complete accuracy for almost every transpiled circuit we considered. We could correctly trace 97.33% of the programs to the correct backend.
Related papers
- Verifiable quantum advantage in extremely low depth [52.51019642214249]
We give a problem that is solvable by shallow quantum circuits, hard for computation in time under lattice-based assumptions.<n>We prove that shallow quantum circuits have sufficient structure to solve certain classically hard tasks whose solutions can be verified efficiently.
arXiv Detail & Related papers (2026-09-01T15:54:34Z) - Strategic Plan for Neutral Atom Quantum Computation [84.56908019536233]
We present a strategic plan for neutral atom quantum computation, bringing together hardware development and theory advancements.<n>The concept of practical quantum advantage is defined, along with how to verify claims of advantage, and approaches to designing quantum algorithms that deliver practical advantage.
arXiv Detail & Related papers (2026-07-23T17:36:19Z) - Optimization and Synthesis of Quantum Circuits with Global Gates [44.99833362998488]
We use global interactions, such as the Global Molmer-Sorensen gate present in ion trap hardware, to optimize and synthesize quantum circuits.<n>The algorithm is based on the ZX-calculus and uses a specialized circuit extraction routine that groups entangling gates into Global MolmerSorensen gates.<n>We benchmark the algorithm in a variety of circuits, and show how it improves their performance under state-of-the-art hardware considerations.
arXiv Detail & Related papers (2025-07-28T10:25:31Z) - Understanding the Scalability of Circuit Cutting Techniques for Practical Quantum Applications [1.2553583315791608]
Circuit cutting allows quantum circuits larger than the available hardware to be executed.<n>Cutting techniques split circuits into smaller subcircuits, run them on the hardware, and recombine results through classical post-processing.<n>We examine whether current circuit cutting techniques are practical for orchestrating executions on fault-tolerant quantum computers.
arXiv Detail & Related papers (2024-11-25T23:16:27Z) - Implementing multi-controlled X gates using the quantum Fourier transform [0.0]
We show how a quantum arithmetic-based approach can be efficiently used to implement many complex quantum gates.
We show how the depth of the circuit can be significantly reduced using only a few ancilla qubits.
arXiv Detail & Related papers (2024-07-25T13:22:00Z) - Quantum Compiling with Reinforcement Learning on a Superconducting Processor [55.135709564322624]
We develop a reinforcement learning-based quantum compiler for a superconducting processor.
We demonstrate its capability of discovering novel and hardware-amenable circuits with short lengths.
Our study exemplifies the codesign of the software with hardware for efficient quantum compilation.
arXiv Detail & Related papers (2024-06-18T01:49:48Z) - Quantivine: A Visualization Approach for Large-scale Quantum Circuit
Representation and Analysis [31.203764035373677]
We develop Quantivine, an interactive system for exploring and understanding quantum circuits.
A series of novel circuit visualizations are designed to uncover contextual details such as qubit provenance, parallelism, and entanglement.
The effectiveness of Quantivine is demonstrated through two usage scenarios of quantum circuits with up to 100 qubits.
arXiv Detail & Related papers (2023-07-18T04:51:28Z) - Parallelizing Quantum-Classical Workloads: Profiling the Impact of
Splitting Techniques [4.741651490006498]
We evaluate two workload splitting techniques on IBM's Quantum Cloud.
We see that (1) VQE with circuit cutting is 39% better in ground state estimation than the uncut version, and (2) QSVM that combines data parallelization with reduced feature set yields upto 3x improvement in quantum workload execution time.
arXiv Detail & Related papers (2023-05-11T05:46:55Z) - On Optimal Subarchitectures for Quantum Circuit Mapping [3.610459670994051]
One step in compiling a quantum circuit to some device is quantum circuit mapping.
Because the search space in quantum circuit mapping grows in the number of qubits, it is desirable to consider as few physical qubits as possible.
We show that determining subarchitectures that are of minimal size, i.e., of which no physical qubit can be removed without losing the optimal mapping solution for some quantum circuit, is a very hard problem.
arXiv Detail & Related papers (2022-10-17T18:00:02Z) - Quantum circuit debugging and sensitivity analysis via local inversions [62.997667081978825]
We present a technique that pinpoints the sections of a quantum circuit that affect the circuit output the most.
We demonstrate the practicality and efficacy of the proposed technique by applying it to example algorithmic circuits implemented on IBM quantum machines.
arXiv Detail & Related papers (2022-04-12T19:39:31Z) - Realization of arbitrary doubly-controlled quantum phase gates [62.997667081978825]
We introduce a high-fidelity gate set inspired by a proposal for near-term quantum advantage in optimization problems.
By orchestrating coherent, multi-level control over three transmon qutrits, we synthesize a family of deterministic, continuous-angle quantum phase gates acting in the natural three-qubit computational basis.
arXiv Detail & Related papers (2021-08-03T17:49:09Z) - On the realistic worst case analysis of quantum arithmetic circuits [69.43216268165402]
We show that commonly held intuitions when designing quantum circuits can be misleading.
We show that reducing the T-count can increase the total depth.
We illustrate our method on addition and multiplication circuits using ripple-carry.
arXiv Detail & Related papers (2021-01-12T21:36:16Z) - Building a fault-tolerant quantum computer using concatenated cat codes [44.03171880260564]
We present a proposed fault-tolerant quantum computer based on cat codes with outer quantum error-correcting codes.
We numerically simulate quantum error correction when the outer code is either a repetition code or a thin rectangular surface code.
We find that with around 1,000 superconducting circuit components, one could construct a fault-tolerant quantum computer.
arXiv Detail & Related papers (2020-12-07T23:22:40Z) - Fault-tolerant Coding for Quantum Communication [71.206200318454]
encode and decode circuits to reliably send messages over many uses of a noisy channel.
For every quantum channel $T$ and every $eps>0$ there exists a threshold $p(epsilon,T)$ for the gate error probability below which rates larger than $C-epsilon$ are fault-tolerantly achievable.
Our results are relevant in communication over large distances, and also on-chip, where distant parts of a quantum computer might need to communicate under higher levels of noise.
arXiv Detail & Related papers (2020-09-15T15:10:50Z) - QUANTIFY: A framework for resource analysis and design verification of
quantum circuits [69.43216268165402]
QUANTIFY is an open-source framework for the quantitative analysis of quantum circuits.
It is based on Google Cirq and is developed with Clifford+T circuits in mind.
For benchmarking purposes QUANTIFY includes quantum memory and quantum arithmetic circuits.
arXiv Detail & Related papers (2020-07-21T15:36:25Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.