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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.

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Unlocking Heavy Fermion Mysteries: A New Path to Quantum Criticality

02.01.2026 by Ray Dalio

Heavy fermion systems exhibit a complex phase diagram governed by the interplay between Kondo coupling and the Ruderman-Kittel-Kasuya-Yosida (RKKY) interaction, resulting in a competition between Kondo screening and destruction that defines transitions between paramagnetic and antiferromagnetic phases as modulated by the degree of magnetic frustration [Paschen-Si\_2020].

Researchers have developed a theoretical model revealing a continuous transition between magnetic order and a strange metallic state in heavy fermion materials.

Categories Science

Predicting Crystal Stability at High Temperatures

02.01.2026 by Ray Dalio

Structure optimization within the SSCHA framework leverages active-learning machine learning interatomic potentials to efficiently refine system design.

A new computational approach combines machine learning with quantum mechanics to accurately forecast crystal structures under realistic thermal conditions.

Categories Science

Keeping Large AI Models Connected Through Network Chaos

02.01.2026 by Ray Dalio

A new communication library minimizes performance drops during failures in the complex networks powering today’s largest machine learning workloads.

Categories Science

AirComp Reimagined: Digitalizing Wireless Computation

02.01.2026 by Ray Dalio

The system introduces a complement-coded digital AirComp transceiver design, effectively challenging conventional approaches to wireless communication by encoding information in a manner that maximizes efficiency and potentially unlocks new bandwidth capabilities.

A new digital approach to Over-the-Air Computation leverages two’s complement representation to enable error-free results and boost edge computing performance.

Categories Science
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