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Science

Unconventional Resistance: Quantum Origins of Negative Magnetoresistance

03.01.2026 by Ray Dalio

New research unveils the quantum mechanical basis for an unusual phenomenon in multi-Weyl semimetals, where magnetic fields decrease electrical resistance.

Categories Science

Beyond Binary: Refining Weight Representation for Extreme Model Compression

03.01.2026 by Ray Dalio

Under a 1.5-bit quantization setting applied to the LLaMA2 7B model, experiments demonstrate that increasing the envelope rank-which enhances magnitude expressivity while maintaining shared sign bases-consistently reduces reconstruction error across multiple Transformer blocks and modules, while conversely, increasing decomposition depth-adding further decompositions and sign bases-often degrades performance at a fixed bit allocation, ultimately identifying a configuration of [latex](l^{\ast},P^{\ast})=(16,1)[/latex] as optimal.

A new approach to quantizing large language models focuses on preserving magnitude information within weight matrices, leading to improved performance at extremely low bitrates.

Categories Science

Building Trust in Generative AI: A New Path to Provable Security

03.01.2026 by Ray Dalio

Researchers are developing techniques to mathematically guarantee the safety and reliability of AI-generated content, addressing growing concerns about bias and malicious outputs.

Categories Science

Unlocking Radiation Resilience in High-Temperature Superconductors

03.01.2026 by Ray Dalio

New simulations reveal how energetic particle irradiation damages YBCO materials, paving the way for more durable superconducting technologies.

Categories Science

Speeding Up Post-Quantum Signatures with GPU Power

03.01.2026 by Ray Dalio

Performance metrics-specifically, Kernel Operations Per Second (KOPS) and kernel launch latency measured in microseconds-demonstrate that fully optimized HERO-Sign achieves substantial gains over the baseline, further amplified by the integration of CUDA Graphs, excluding graph instantiation time.

A new framework dramatically accelerates the generation of SPHINCS+ digital signatures by harnessing the parallel processing capabilities of modern GPUs.

Categories Science

Beyond Solvable: Unveiling Hidden Structure in 2D Quantum Systems

03.01.2026 by Ray Dalio

A new review explores the connections between superintegrability, hidden algebraic symmetries, and the exact solvability of two-dimensional quantum mechanical systems.

Categories Science

Predicting Battery Lifespan with Quantile Expertise

03.01.2026 by Ray Dalio

The proposed RUL-QMoE model demonstrates superior performance in remaining useful life (RUL) prediction across multiple testing datasets when contrasted with existing machine learning models, as evidenced by comparative results from the Zhang battery model.

A new deep learning framework leverages the power of multiple expert networks to accurately forecast how long lithium-ion batteries will last.

Categories Science

Securing Borders with the Blockchain

03.01.2026 by Ray Dalio

A new system leverages distributed ledger technology to modernize and fortify country entry and exit data management.

Categories Science

Shielding AI from Copycats: A New Defense Against Model Theft

03.01.2026 by Ray Dalio

Variations in α within the DivQAT framework demonstrably influence classification error rates for both the targeted model and its compromised counterpart, revealing a sensitivity in model vulnerability to adversarial perturbations.

Researchers have developed a novel technique to protect quantized deep learning models from being reverse-engineered and replicated by malicious actors.

Categories Science

Certifying Neural Network Safety: A Smarter Approach to Verification

02.01.2026 by Ray Dalio

Researchers have developed a new architecture that efficiently and reliably verifies the safety of ReLU neural networks using a combination of incremental analysis and learned constraints.

Categories Science
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