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Related Articles from SNS
FDM: A Framework for Decision-making to build ML-based Malware detection systems
arXiv:2606.06894v1 Announce Type: new Abstract: Selecting appropriate machine learning (ML) configurations for malware detection is a complex, multi-criteria problem. Model choice, feature engineering, and update mechanisms must jointly satisfy operational constraints that vary across deployment contexts.
Overcoming the Limits of Finite Difference Method; Physics-Informed Neural Network for Noisy High-Dimensional Heat Diffusion
Announce Type: new Abstract: High-dimensional transient heat diffusion under noisy boundary conditions exposes a fundamental limitation of classical numerical methods: accuracy degrades catastrophically where physical noise is unavoidable. This paper presents a Physics-Informed Neural Network (PINN) framework as a systematic solution to this problem across one, two, and three spatial dimensions, establishing clear operational regimes that redefine solver selection in noisy thermal systems....
RocketSmith: An Agentic System for High-Powered Rocket Design and Manufacturing
Announce Type: replace Abstract: This work presents RocketSmith, an agentic system capable of the design, manufacturing, and optimization processes in high powered rocket development. The system enables the intelligent automation of software tools as to not only validate factors such as flight stability but also generate the parametric design components for the rocket assembly. A collection of subagents and skills enable optimization workflows of flight parameters via iteration in both...
Nvidia announces new AI chip for personal computers
Nvidia announces new AI chip for personal computers Nvidia has announced a new chip for PCs as it moves into the consumer market for devices integrated with AI technology. "This reinvention of the computer is as big of a deal as the reinvention of the phone into what we now know as the smartphone," Nvidia's chief executive Jensen Huang said as he unveiled the RTX Spark chip. Huang made the announcement on Monday as he delivered a keynote speech ahead of the opening of the Computex technology...