“Suppliers of key components are temporarily halting production.”

“Transformer models form internal "circuitry" that processes specific information through designated pathways.”

“Both uniform attention and trainable attention architectures implement the same algorithm via topologically and geometrically equivalent representations.”

“Any Clifford+T circuit with T-depth D can be controlled with T-depth O(D), even without ancillas.”

“Triangulation provides a falsifiable standard for mechanistic claims that filters spurious circuits passing single-environment tests but failing cross-lingual invariance.”

““We present a circuit-free, wholly optical approach using diffraction from a skin-interfaced nanostructured surface to detect minute skin strains from the arterial pulse.””

“The paper highlights a trade-off between computation time, circuit size, and energy input in Brownian circuits, and demonstrates that phase transitions in time complexity provide a natural framework for characterizing the cost of fluctuation-driven computation.”

“Full-stack libraries and compilers are the most defect-prone categories due to circuit, gate, and transpilation-related issues, while simulators are mainly affected by measurement and noise modeling errors.”

“The dispersive shift and vacuum Rabi splitting emerge from the transcendental eigenvalue equation, with the residues determined by matching to the splitting: $δ_{ge} = 2Lg^2ω_q^2/v^4$, where $g$ is the vacuum Rabi coupling.”

“The device achieves an open-circuit voltage up to 0.6 V, a responsivity of 809 mA/W, and a fast response time of 18.3 us.”

“The device enables self-powered, polarization-sensitive and frequency-selective THz detection across a broad response spectrum from 0.25 to 4.24 THz, with a responsivity of 6 V/W, a response time of 62 ms, and mechanical robustness maintained over 2000 bending cycles.”

“The learned model consistently reduces the discrepancy between quantum and classical solutions beyond what is achieved by ZNE alone.”

“The paper's core finding is that every circuit-level Pauli error in these protocols propagates to a Clifford error at the end, enabling efficient simulation.”

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“NeuroSPICE's flexibility enables the simulation of emerging devices, including highly nonlinear systems such as ferroelectric memories.”

“Error mitigation is achieved by appending a six-parameter trainable Gaussian recovery layer comprising local phase rotations and displacements, optimized by minimizing a quadratic loss on the signal-mode quadratures.”

“ReSUs offer (i) a principled framework for modeling sensory circuits and (ii) a biologically grounded, backpropagation-free paradigm for constructing deep self-supervised neural networks.”

“Any tropical circuit calculating the optimal value of a Traveling Salesperson round tour uses at least $2^{Ω(k \log \log k)}$ gates.”

“The Clifford entropy vanishes if and only if a unitary is Clifford.”

“The paper provides the first mechanistic evidence that Non-IID data distributions cause structurally distinct local circuits to diverge, leading to their degradation in the global model.”

“SOFT enables the simulation of noisy quantum circuits containing non-Clifford gates at a scale not accessible with existing tools.”

“GM-QAOA exhibits monotonic performance improvement with circuit depth and achieves superior results for HUBO problems.”

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“Biological innovations are related to deviation from trivial structures and (thermo)dynamic equilibria.”

“The problem is that output can feel like progress even when it’s not”

“The whole-area electrode achieves the highest output, with a 155 percent increase in power compared to the baseline partial electrode.”

“Landauer's principle yields an operational lower bound on the dissipated heat rate set by the Shannon entropy rate of the measurement record.”

“AnalogSAGE achieves a 10$ imes$ overall pass rate, a 48$ imes$ Pass@1, and a 4$ imes$ reduction in parameter search space compared with existing frameworks.”

“The paper proposes qGAN-QAOA, a unified quantum-circuit workflow in which a pre-trained quantum generative adversarial network encodes the scenario distribution and QAOA optimizes first-stage decisions by minimizing the full two-stage objective, including expected recourse cost.”

“MCE treats agent workflows as computational contexts where cross-cutting concerns, such as state propagation, short-circuiting error handling, and asynchronous execution, are managed intrinsically by the algebraic properties of the abstraction.”

“The paper shows how to construct statistical mechanical models for stabilizer circuits subject to independent Pauli errors, by mapping logical equivalence class probabilities of errors to partition functions using the spacetime subsystem code formalism.”

“The quantum model naturally stabilizes truth values that would be paradoxical classically.”

“The proposed approach integrates classical MARL algorithms with quantum-inspired optimization techniques, leveraging variational quantum circuits VQCs as the core structure and employing the Quantum Approximate Optimization Algorithm QAOA as a representative VQC based method for combinatorial optimization.”

“The architecture enables universal linear unitary transforms by combining resonators with passive linear mixing layers and tunable active phase layers.”

“Q-A3C2 achieves a cumulative return of 17.09%, outperforming the benchmark's 7.09%, demonstrating superior adaptability and exploration in dynamic financial environments.”

“The paper suggests a different potential avenue for obtaining the same result via the Minimal Circuit Size Problem.”

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“To advance deep learning for cell- and context-aware mask optimization, we present MaskOpt, a large-scale benchmark dataset constructed from real IC designs at the 45$\mathrm{nm}$ node.”

“Q-RUN reduces model parameters while decreasing error by approximately one to three orders of magnitude on certain tasks.”

“Quantum Nondecimated Wavelet Transform: Theory, Circuits, and Applications”

“The article likely discusses the application of braking resistors operated by high voltage circuit breakers within the context of data center power grids.”

“The article's content would likely delve into the specifics of the 3D cavity design, the properties of the graphene-based superconducting circuits, and the performance characteristics of the two-qubit system.”

“OPPO is open to any cooperation, and the core assessment lies only in "suitable cooperation opportunities."”

“The article is a tutorial on superconducting quantum circuits.”

“The research focuses on microwave-driven Josephson circuits.”

“The research is based on the ArXiv publication.”

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“The research focuses on the electrical drive of a Josephson Junction Array using a Cryogenic BiCMOS Pulse Pattern Generator.”

“The paper focuses on regression using Quantum Neural Networks circuits.”