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Sync Your Security: Architecting Multi-Device FIDO2 Credentials

13.01.2026 by Ray Dalio

A new review explores how to securely synchronize FIDO2 credentials across multiple devices without compromising hardware-based security.

Categories Science

Quantization’s Challenge: Estimating Means in a Noisy World

13.01.2026 by Ray Dalio

Robust estimation of central tendency-specifically, the mean-is achieved through a methodology resilient to outliers and noise, ensuring a reliable measure even with imperfect data.

New research tackles the problem of accurately estimating the mean of data when information is severely limited by quantization and complicated by adversarial attacks.

Categories Science

Squeezing More Performance from Large Language Models

13.01.2026 by Ray Dalio

ARCQuant effectively bridges the accuracy gap with NVFP4 while maintaining substantial throughput on Blackwell platforms, demonstrating a significant advancement in performance optimization.

A new quantization technique significantly improves the efficiency of running massive AI models on NVIDIA hardware.

Categories Science

Decoding Deception: Protecting Users from QR Code Phishing

13.01.2026 by Ray Dalio

The research demonstrates that standard QR codes can be visually customized through non-traditional module coloration and the integration of logos or background elements, pushing the boundaries of aesthetic design within a traditionally rigid data matrix format.

Researchers have developed a new method to detect malicious intent hidden within visually complex QR codes, offering a critical defense against a growing wave of ‘quishing’ attacks.

Categories Science

Beyond LSTMs: Smarter Smart Contract Security with Transformers

13.01.2026 by Ray Dalio

A new approach to detecting vulnerabilities in Ethereum smart contracts leverages the power of Transformer networks to improve accuracy and generalization.

Categories Science

HQC’s Hidden Weakness: A Single Trace Reveals All

13.01.2026 by Ray Dalio

The analysis of power consumption reveals that the value of the second set of four bits within the system registers as 4, determined by measuring the voltage drop between peaks four and five in the consumption trace.

New research demonstrates a successful simple power analysis attack against the core multiplication function of the HQC post-quantum cryptosystem, highlighting critical implementation vulnerabilities.

Categories Science

When Good Agents Go Bad: The Fragility of Cooperation in Shared-Policy Learning

13.01.2026 by Ray Dalio

Despite variations in network architecture, optimization strategies, and key learning parameters-including hidden layer size, replay buffer capacity, discount factor γ, loss function, and optimizer-cooperation in a shared-policy deep Q-network consistently diminished as exploration strength increased, indicating a fundamental sensitivity to exploration-exploitation balance that no tested configuration could overcome-even with fixed payoff parameters and a controlled interaction topology.

New research reveals that increasing exploration can unexpectedly undermine cooperative behavior in multi-agent systems using shared policies, even with well-designed learning algorithms.

Categories Science

Beyond KdV: A New Family of 3D-Consistent Lattice Equations

13.01.2026 by Ray Dalio

Researchers have demonstrated the 3D consistency of a novel lattice equation and developed a new quadrilateral system extending the framework of integrable lattice models.

Categories Science

Squeezing More From Less: Adapting Model Size for Peak Performance

13.01.2026 by Ray Dalio

The Flexible Low-Rank Quantization (FLRQ) algorithm achieves enhanced quantization accuracy and reduced model size through a three-stage process involving flexible rank selections, activation-based scaling, and iterative Best Low-rank Approximation under Clipping-a method demonstrably superior in preserving model fidelity during compression → a strategy that prioritizes mathematical precision over empirical testing.

A new quantization technique intelligently reduces the size of large language models without sacrificing accuracy, offering significant speed and memory benefits.

Categories Science

Vanishing Currents and Hidden States in Bilayer Graphene

12.01.2026 by Ray Dalio

The band structure reveals distinct transport regimes-characterized by combinations of propagating and evanescent modes-within a system exhibiting resonant behavior, where transmission probabilities through the [latex]T^{-}\[/latex] and [latex]T^{+}\[/latex] channels are acutely sensitive to barrier width and height, demonstrating nearly zero transmission at specific energy levels and highlighting the system’s capacity for precise control over quantum phenomena.

New research reveals how carefully tuned barriers can selectively block or transmit electron flow in bilayer graphene, uncovering unexpected quantum phenomena.

Categories Science
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