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Boosting Quantum Calculations with Decoder Confidence

18.12.2025 by Ray Dalio

The study demonstrates that a distance-based decoding score (DCS), approximated via a Gaussian redistribution of ideal log-odds values, provides a computationally feasible proxy for assessing quantum circuit error, achieving a mean error probability of $0.153$ across large circuits-though at the cost of obscuring identification of extremely high- or low-risk circuits-and enabling error rate reduction through abort criteria at the expense of increased quantum processing time, as validated by results comparable to those obtained with varying numbers of measurement shots.

New research demonstrates how leveraging decoder confidence scores can significantly improve error mitigation in quantum circuits, paving the way for more reliable quantum computation.

Categories Science

Keccak Under Quantum Scrutiny: Is SHA-3 Still Secure?

18.12.2025 by Ray Dalio

A new analysis reveals the quantum resources needed to crack reduced-round versions of the Keccak hash function, suggesting current cryptographic standards remain robust against near-term quantum attacks.

Categories Science

Quantum Communication Gets a 4D Boost

18.12.2025 by Ray Dalio

Researchers demonstrate a new approach to secure communication by encoding information in four-dimensional quantum states and leveraging a powerful search algorithm.

Categories Science

Quantum Privacy: A New Protocol for Secure Computation

18.12.2025 by Ray Dalio

Researchers have developed a streamlined protocol for universal blind quantum computation, enhancing security and reducing the demands on quantum servers.

Categories Science

Beyond Bits: Scaling Quantum Computation with Bosonic Codes

18.12.2025 by Ray Dalio

A new approach to fault-tolerant quantum computing leverages bosonic codes and continuous-variable systems to overcome the limitations of traditional qubit-based architectures.

Categories Science

Shor’s Algorithm: How Far From Cracking the Code?

18.12.2025 by Ray Dalio

The measured quantum process tomography (QPT) histogram, derived from $N=15$ simulations, demonstrates the inherent statistical distribution of reconstructed quantum states-a distribution that inevitably propagates uncertainty and foreshadows the limits of precise state determination.

A new review assesses the practical hurdles in running Shor’s algorithm on today’s quantum hardware and what it means for the future of cryptography.

Categories Science

Beyond Simple Measurements: Unlocking Hidden Information in Quantum States

18.12.2025 by Ray Dalio

A new framework decomposes quantum readout to reveal the importance of coherent effects often overlooked in traditional analysis.

Categories Science

Scaling Visual AI: A New Codebook Approach

18.12.2025 by Ray Dalio

The VAR tokenizer, employing $VAR + \Lambda^{24}\mathbbold{\Lambda}_{24} - SQ$, achieves a relative F1-score (rFID) of 0.84, which is further improved to 0.92 with the addition of Visual Features (VF), as detailed in Table 12.

Researchers have developed a novel quantization method that dramatically expands the capacity of visual codebooks, paving the way for more detailed image compression and generation.

Categories Science

Quantum Model Privacy: Auditing the Black Box

17.12.2025 by Ray Dalio

The encoding method constructs quantum canaries, establishing a foundational technique for verifying quantum system integrity.

A new framework offers a practical way to estimate privacy leakage in quantum machine learning models without needing to know their inner workings.

Categories Science

Decoding Quantum Noise with Network Analysis

17.12.2025 by Ray Dalio

A framework assesses the trustworthiness of quantum cloud computation by training a graph neural network ($GNN$) on hardware error rates and circuit characteristics, then inferring error rates from transpiled circuits to validate provider claims and ultimately determine the veracity of reported results.

Researchers have developed a new method to map the hidden flaws of quantum computers by analyzing the structure of quantum circuits.

Categories Science
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