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Latest posts tagged with #quantumalgorithms on Bluesky

Posts tagged #quantumalgorithms

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The future isn't quantum replacing classical. It's quantum and classical working together, each handling what it does best.

Seen a problem where quantum was oversold? Tell us about it.

#xeedq #quantumcomputing #classicalcomputing #quantumalgorithms #quantumreality

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Provably Optimal Algorithm Certifies Local Quantum Hamiltonians with Minimal Measurements

KAIST's Andreas Bluhm team achieves O(1/ε) optimal Hamiltonian certification via the Bonami Hypercontractivity Lemma—the first proven-optimal algorithm for this task—plus a sample-efficient Gibbs state learning method that avoids exponential complexity.

#QuantumAlgorithms #QuantumSimulation #News

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Grover's Algorithm Gains Double-Logarithmic Precision via Riemannian Newton Method

Researchers from Peking & Tsinghua Universities improved Grover's search complexity from O(√N log(1/ε)) to O(√N loglog(1/ε)) using a Riemannian modified Newton method on a unitary manifold, while preserving standard oracle compatibility.

#QuantumAlgorithms #GroversAlgorithm #News

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Extended QCQMC Framework Enables Excited States, Finite-Temperature & Optimization Simulations

Fujitsu & universities of Edinburgh/Exeter extend QCQMC beyond ground states using VUMPO classical pre-training, achieving near-exact energies with shallower circuits for molecular, condensed-matter, nuclear, and graph optimization problems.

#QuantumSimulation #QuantumAlgorithms #News

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Quantum Finite Temperature Lanczos Method Bypasses Exponential Scaling in Thermal Simulation

EPFL & IBM researchers developed QFTLM, adapting the classical Lanczos method for quantum computers to compute thermal expectation values of many-body systems, validated on the transverse-field Ising model without exponential data demands.

#QuantumSimulation #QuantumAlgorithms #News

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Quantum Finite Temperature Lanczos Method Enables Thermal Property Calculation Beyond Classical Limits

EPFL & IBM researchers present QFTLM, extending the Lanczos algorithm to quantum computers via trace estimation to compute thermal expectation values of many-body systems, demonstrated on the transverse-field Ising model.

#QuantumSimulation #QuantumAlgorithms #News

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Distributed Quantum Algorithm Reduces Register Size for Discrete Logarithm Problem

Sun Yat-sen University researchers developed a distributed quantum algorithm solving the discrete logarithm problem with O(2m+n) space complexity—vs Shor's O(3m)—using iterative set intersection across QPUs, no quantum communication required.

#QuantumCryptography #QuantumAlgorithms #News

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Distributed Quantum Discrete Logarithm Algorithm with Reduced Qubit Requirements

Researchers propose a distributed quantum algorithm for the discrete logarithm problem that reduces register size below Shor's O(3m) to O(2m+n+1), improves success probability, and requires only classical communication between QPUs.

#QuantumCryptography #QuantumAlgorithms #Research

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Rotation-Based Thresholding for Quantum Subspace Diagonalization in Quantum Chemistry

Rotation-based thresholding in quantum Krylov diagonalization reduces sampling requirements up to 10,000x for ground state energy estimation, validated on polyene chains and the industry-relevant Fe(III)-NTA chelate complex.

#QuantumChemistry #QuantumAlgorithms #NearTermQuantum

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Tight Inapproximability of Max-LINSAT and Implications for Decoded Quantum Interferometry

Proves NP-hard inapproximability of max-LINSAT beyond random-assignment ratio r/q, establishing a complexity-theoretic boundary that confirms DQI's quantum advantage is structure-dependent, not general-purpose.

#QuantumOptimization #QuantumAlgorithms #Research

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Disorder-Free Localization in Continuous-Time Quantum Walks on Structured Graphs

Exact analytical characterization of quantum walk localization on barbell and star-of-cliques graphs shows symmetry, spectral degeneracy, and interference alone—without disorder—govern confinement, with dynamical IPR exceeding eigenstate-based predictions.

#QuantumWalks #QuantumAlgorithms #Research

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Asymptotically Optimal Quantum Circuits for Comparators and Incrementers

New Clifford+Toffoli circuits achieve Θ(n) gates and Θ(log n) depth for comparators and incrementers with provably minimal qubits, improving Shor's algorithm depth from O(n³) to O(n² log² n) via a novel 'promise gate' framework.

#QuantumCircuits #QuantumAlgorithms #Research

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WQTE: Noise-Tolerant Quantum Eigenenergy Algorithm with Heisenberg-Limited Precision

WQTE uses a single ancilla qubit + Fourier analysis to compute eigen-energy spectra without eigenstate prep, achieving Heisenberg-limited precision. Outperforms VQE/QPE with 4-6 orders less sampling overhead, validated on NMR hardware.

#QuantumAlgorithms #NISQ #Research

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Quantum Block Encoding for Semiseparable Matrices

Novel QBE algorithm for one-pair semiseparable matrices uses triangular-diagonal factorization, achieving polylogarithmic complexity with only 2log(N)+7 ancilla qubits — outperforming general-purpose FABLE encoding while preserving rank structure.

#QuantumAlgorithms #QuantumLinearAlgebra #Research

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SpinGQE: Generative Model Auto-Designs Quantum Circuits for Ground State Search

Mindbeam AI's SpinGQE uses a transformer-based decoder to auto-generate quantum circuits for spin Hamiltonians, cutting ground state energy error by 60% vs. VQE on a 4-qubit Heisenberg model—bypassing barren plateaus without prior system knowledge.

#QuantumAlgorithms #QuantumMachineLearning #News

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QCQMC Framework Extended Beyond Ground-State via Improved State Preparation

Fujitsu & Univ. of Edinburgh extend QCQMC using VUMPO, VFF, and symmetry-preserving VQE to simulate excited states, finite-temperature properties, and combinatorial optimization with shallower circuits and near-exact accuracy.

#QuantumSimulation #QuantumAlgorithms #News

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Quantum Finite Temperature Lanczos Method Enables Polynomial-Scaling Thermal Simulation

EPFL & IBM researchers introduce QFTLM, using quantum Krylov methods to compute thermal expectation values with polynomial scaling—overcoming classical exponential limits for many-body quantum systems. Validated on the transverse-field Ising model.

#QuantumSimulation #QuantumAlgorithms #News

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Quantum Signal Processing and Quantum Singular Value Transformation on U(N)

Generalized QSP/QSVT framework on U(N) simultaneously realizes polynomial matrix transformations, achieving O(d) queries for N-interval decisions (log₂N speedup over U(2)-QSP) and Heisenberg-limit amplitude estimation without adaptive measurements.

#QuantumSignalProcessing #QuantumAlgorithms #News

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Coefficient-Decoupled MPOs as an Interface to LCU Circuits

A new MPO framework separates symbolic operator structure from a tunable coefficient bridge, enabling reusable LCU circuit compilation where only the Prep oracle updates on coefficient changes, demonstrated on electronic-structure Hamiltonians.

#QuantumAlgorithms #TensorNetworks #Research

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Quantum Finite Temperature Lanczos Method (QFTLM)

QFTLM extends classical FTLM to quantum computers via real-time Krylov methods and quantum Hutchinson trace estimators, computing thermal observables across wide temperature ranges while avoiding exponential classical scaling.

#QuantumSimulation #QuantumAlgorithms #Research

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Quantum Random Forest Algorithm for Regression via Amplitude Estimation

A quantum algorithm for the Random Forest regression testing phase achieves query complexity O(t·h) independent of tree count n, outperforming classical O(n·h), using Quantum Amplitude Estimation on encoded decision tree leaf values.

#QuantumML #QuantumAlgorithms #Research

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Quantum Algorithm for Anisotropic Diffusion and Convection Equations via Vector Norm Scaling

Novel vector norm analysis proves quantum PDE solvers need exponentially fewer Trotter time-steps: Θ(16ⁿ) reduction for diffusion and Θ(4ⁿ) for convection vs. operator norm bounds, using QFT-based diagonal circuit evolution.

#QuantumAlgorithms #QuantumPDE #Research

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The algorithms exist and are ready. The hardware is catching up.

That's why we're building accessible, room-temperature quantum processors.

#xeedq #xq #quantumcomputing #quantumalgorithms

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Variational #quantumalgorithms and classical variational methods, such as #tensornetworks, provide upper bounds on ground-state energies. This work provides guarantees for lower bounds.

journals.aps.org/pra/abstract...

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Microsoft Open-Sources Quantum Dev Tools for Chemistry - WinBuzzer Microsoft has released open-source Quantum Development Kit tools for chemistry and error correction, with VS Code integration and support for IBM Qiskit.

winbuzzer.com/2026/01/22/m...

Microsoft Open-Sources Quantum Dev Tools for Chemistry

#QuantumComputing #Microsoft #QuantumErrorCorrection #QuantumAlgorithms #AzureQuantum #CloudComputing #Chemistry #BigTech

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In the shadow of the Hadamard test: Using the garbage state for good and further modifications

journals.aps.org/prl/abstract...

I am excited to see this improvement of the primitive of the Hadamard test in #quantumalgorithms in press in the PRL. We combine the unused output with shadow estimation.

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two police officers in a car with order restored written on the bottom ALT: two police officers in a car with order restored written on the bottom

Oh i forgot to mention the QEMS system is for babies, we can reconstruct the data with near full fidelity on every layer and qubit lol

#QuantumComputing
#QuantumErrorMitigation
#QuantumErrorCorrection
#QEMS
#QuantumAlgorithms

zenodo.org/records/1715...

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thanos from the movie avengers infinity war says " it needs correction " ALT: thanos from the movie avengers infinity war says " it needs correction "

Hey Gurl i heard your Quantum computer needs functioning error mitigation to be able to do any useful computing. check out this Quantum error mitigation system

#QuantumComputing
#QuantumErrorMitigation
#QuantumErrorCorrection
#QEMS
#QuantumAlgorithms

zenodo.org/records/1713...

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Toward Quantum Utility in Finance: A Robust Data-Driven Algorithm for Asset Clustering
Paper👉 arxiv.org/abs/2509.07766
Code 👉 github.com/supreethmv/Quantum-Asset-Clustering

#Quantum #QuantumComputing #quantumFinance #quantumalgorithms #GCS-Q

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Toward Quantum Utility in Finance: A Robust Data-Driven Algorithm for Asset Clustering Clustering financial assets based on return correlations is a fundamental task in portfolio optimization and statistical arbitrage. However, classical clustering methods often fall short when dealing ...

Toward Quantum Utility in Finance: A Robust Data-Driven Algorithm for Asset Clustering
Paper👉 arxiv.org/abs/2509.07766
Code 👉 github.com/supreethmv/Q...

#Quantum #QuantumComputing #quantumFinance #quantumalgorithms #GCS-Q

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