Skip to content

Investment Policy

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

Shallow Circuits Hit a Wall: New Limits for Quantum Computation

17.12.2025 by Ray Dalio

This quantum circuit efficiently computes a function $f(\bm{x})$ for an $n$-qubit classical input string $\bm{x} \in \{0,1\}^n$, utilizing ancilla qubits initialized to $|0\rangle$ and achieving a computational depth of 44 without locality constraints on multi-qubit gates, ultimately encoding the result $|f(\bm{x})\rangle$ in a designated output register.

Researchers have established stronger limitations on the power of shallow quantum circuits, proving that certain fundamental functions remain computationally challenging even with quantum speedups.

Categories Science

Taming Quantum Errors: A New Advance in Fault-Tolerant Computing

17.12.2025 by Ray Dalio

A cultivation protocol leverages a distance-3 color code-employing data qubits alongside helper qubits within a Willow processor-to refine noisy logical states through projective measurement of the operator $H^L$ and subsequent post-selection based on $XX$-basis measurements, effectively folding a logical observable into a single measurement while utilizing flag detectors to maintain color code stabilizers and enhance fidelity toward the target magic state $|ψ⟩=|T⟩$.

Researchers have successfully cultivated and characterized ‘magic states’ on a superconducting processor, bringing fault-tolerant quantum computation a step closer to reality.

Categories Science

Squeezing More Out of Quantum Codes: A Faster Path to Error Correction

17.12.2025 by Ray Dalio

Information-efficient decoders-specifically row-column, boundary, and areal variants-demonstrate performance resilience against circuit-level noise in surface code numerical memory experiments spanning distances $d=3$ to $11$, with the boundary decoder exhibiting particular efficacy when paired with the 3CX syndrome extraction circuit.

New decoders for surface codes dramatically reduce the communication overhead required for reliable quantum computation.

Categories Science

Entangled Messaging: Scaling Quantum Communication Limits

17.12.2025 by Ray Dalio

This work introduces a classical message encoding routine for the n-bit Superdense Coding Protocol, constituting the foundational second stage of the proposed system and demonstrating a novel approach to information transmission.

New research explores the practical challenges of sending more data with fewer qubits using maximally entangled states.

Categories Science

Quantum Computing’s Hidden Cost: Running Circuits for Free

17.12.2025 by Ray Dalio

The research details an attack on cloud-based quantum computing billing systems, wherein an adversary exploits the reset quantum gate to execute numerous quantum circuits while only incurring the cost of a single one.

Researchers have uncovered a surprising vulnerability in cloud-based quantum computers that allows users to bypass billing systems by exploiting mid-circuit reset operations.

Categories Science

Bridging the Quantum Divide: A Runtime for Hybrid Computation

17.12.2025 by Ray Dalio

The Q-IRIS software stack integrates quantum computation into existing workflows by leveraging both $Qiskit$ runtime with OpenQASM kernels and $QIR-EE$ driven $QIR$ kernels, enabling execution via simulators like $QSim$ or accelerators through $XACC$.

Researchers have extended a versatile runtime system to seamlessly integrate classical and quantum processing, paving the way for more complex hybrid workflows.

Categories Science

Beyond Bits: A New Geometry for Quantum Error Correction

17.12.2025 by Ray Dalio

Researchers are applying the tools of symplectic geometry to redefine and analyze quantum error-correcting codes, uncovering connections to classical coding theory.

Categories Science
Older posts
Newer posts
← Previous Page1 … Page6 Page7 Page8 … Page43 Next →
© 2025 Investment Policy • Built with GeneratePress