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Speeding Up IoT Security with RISC-V Crypto Acceleration

05.02.2026 by Ray Dalio

The Crypto-RV architecture, implemented on a ZCU102 FPGA SoC, demonstrates a hardware realization of cryptographic primitives, enabling accelerated and potentially provable security implementations.

A new FPGA-based co-processor efficiently unifies multiple cryptographic algorithms to deliver significant performance and energy gains for resource-constrained devices.

Categories Science

Beyond Certificates: Securing 5G with Identity-Based Encryption

05.02.2026 by Ray Dalio

A new approach to authentication replaces traditional certificate-based systems with a streamlined, identity-based encryption scheme designed for the demands of modern 5G networks and cloud infrastructure.

Categories Science

Slimmer Sets: A New Filter Cuts Through Data Bloat

05.02.2026 by Ray Dalio

ZOR filters demonstrate a performance sensitivity to query composition, exhibiting differing response times for positive and negative searches across varying arities, a disparity lessened-though not eliminated-by the introduction of ordering constraints.

Researchers have developed ZOR filters, a novel approach to representing sets of data that offers a compelling trade-off between speed and memory usage.

Categories Science

Squeezing More From Less: Quantizing Large Language Models for Efficiency

05.02.2026 by Ray Dalio

D2Quant consistently achieved superior performance across all evaluation metrics when quantizing the Qwen-3-8B model to 2-bit precision, exceeding the capabilities of other weight-only post-training quantization methods.

A new method dramatically improves the performance of large language models when using extremely low-precision weights, opening the door to more accessible and efficient AI.

Categories Science

Squeezing More from Less: Smarter Quantization for Large Language Models

05.02.2026 by Ray Dalio

The proposed method, FAQ, establishes a framework for achieving quantifiable accuracy in algorithmic solutions, prioritizing provable correctness over empirical testing and embracing mathematical purity as the cornerstone of robust design.

A new method previews future data to significantly improve the compression of large language models without sacrificing accuracy.

Categories Science

Securing the Connected Car: A New Path for Data Privacy

04.02.2026 by Ray Dalio

A roadside unit (RSU) securely transmits data to a cloud server via a homomorphically-encrypted, iterative process-first encrypting symmetric keys, then uploading encrypted bulk sensor messages (BSMs), allowing the cloud to perform analytics on the ciphertext itself [latex] \text{without decryption} [/latex], and finally returning encrypted results for authorized decryption at the traffic management center or RSU.

This review explores how combining different encryption methods can dramatically improve data security and reduce communication delays in intelligent transportation systems.

Categories Science

Beyond Crash Tests: Securing the Future of Data Storage

04.02.2026 by Ray Dalio

The inherent complexity of storage-system testing arises not from a single factor, but from the interwoven influence of four fundamental dimensions: test coverage, test environment realism, fault modeling fidelity, and the scalability of testing procedures-each dimension compounding the challenges posed by the others as systems inevitably age and degrade.

As storage systems grow in complexity, traditional testing methods struggle to guarantee data integrity, demanding new approaches to uncover hidden vulnerabilities.

Categories Science

Speeding Up the Blockchain: Parallel Validation for Faster Rewards

04.02.2026 by Ray Dalio

New research demonstrates that leveraging multi-core processors can dramatically accelerate blockchain validation and construction, boosting validator performance and profitability.

Categories Science

Beyond Simplifications: Refining Heavy-Ion Collision Analysis

04.02.2026 by Ray Dalio

The ratio of coalescence differences-[latex]\frac{\mathcal{B}-\mathcal{B}_{\mathrm{smooth}}}{\mathcal{B}_{\mathrm{smooth}}}[/latex]- exhibits a sensitivity to source size, transverse momentum, and temperature, as demonstrated under fixed conditions of [latex]\Delta\tau=1.5[/latex] fm, [latex]\beta_S=0.5[/latex], and n=2, with right-column plots specifically referencing parameter sets from Figure 1.

New research quantifies the limitations of common approximations used to understand the behavior of matter created in high-energy heavy-ion collisions.

Categories Science

Shrinking Giants: A New Approach to Language Model Compression

04.02.2026 by Ray Dalio

Even with substantial quantization-down to 3 bits-the Llama3.1-8B-Instruct model, optimized via MatGPTQ, sustains robust performance, achieving near-baseline or even surpassing accuracy for both optimized and interpolated bit-widths, demonstrating resilience under extreme compression.

Researchers have developed a novel quantization technique that dramatically reduces the size of large language models without significant performance loss.

Categories Science
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