edge computing

Post-event optical stereo DEMs (WorldView-2, WorldView Legion 2/3, WorldView-3) for the 2026-08-26 Rasuwa (Langtang Lirung) ice-rock avalanche, Nepal

This record provides digital elevation models (DEMs) from post-event optical stereo satellite images following the 2026-08-26 ice-rock avalanche on the north flank of Langtang Lirung, Rasuwa District, Nepal. The DEMs were produced from Vantor WorldView-2, WorldView-3 and WorldView Legion 2/3 stereo images acquired 2026...

The Spacetime Diagonal: Overcoming the Von Neumann Bottleneck in 10-GHz Arbitrary-Precision Integer Analysis

Isomorphic Collapse of the Primorial Modulus: Bypassing Arithmetic in Arbitrary-Precision Cryptanalysis: The 10-GHz Topological Routing Engine for Overcoming the Von Neumann Bottleneck in Large-Scale Integer Analysis Abstract Modern computational mathematics remains bounded by a fundamental material compromise: as the...

A two-body eigenvalue problem for the resting cortical spectrum: line positions, weights, a dissociation edge, and the speed the screening has to have

A resting cortical spectrum carries a narrow peak near 10 Hz, a weaker and equally narrow peak near 20 Hz, and a broad 1/f background running beneath and above them. Mechanistic accounts locate each rhythm in a relaxation time, so a second band requires a second circuit, the ratio of the two amplitudes is predicted by...

The filtered topology of the D_9^+ void

Grow balls of squared radius t about the points of D_9^+ = D_9 ∪ ((1/2)^9 + D_9), with contact distance √2, and follow the uncovered part of the torus R^9/D_9 as t falls from the squared covering radius 17/16 to 0. Its persistent homology has 37 critical levels and 55 classes of bars. It is the same over the rationals...

The Spacetime Diagonal: Overcoming the Von Neumann Bottleneck in 10-GHz Arbitrary-Precision Integer Analysis

The 10-GHz Topological Routing Engine: Overcoming the Von Neumann Bottleneck in Large-Scale Integer Analysis Abstract Modern computational mathematics remains bounded by a fundamental material compromise: as the bit-width of an integer operation scales, the clock frequency of the underlying physical hardware decays exp...

A Computation Resource Allocation and Task Offloading Algorithm in VEC Networks Using DVFS

Analysis code and outputs: cryptocurrency designation reaches the addresses that moved the money, not the infrastructure that carries it

Code and analysis outputs supporting the manuscript. Every quantity reported in the paper is drawn from the JSON files in analysis/, each produced by a script in scripts/. The study uses three kinds of data: the complete on-chain USDT histories of the 490 addresses named in Israeli counter-terrorism seizure orders and...

Biomimetic Spiking Neural Graph Dynamics: Neuromorphic Memory Consolidation and Neurotransmitter Modulation in Autonomous Cognitive Operating Systems

Modern autonomous agents predominantly manage state and memory through static vector embeddings and flat nearest-neighbor (k-NN) retrieval mechanisms. While effective for isolated semantic lookups, this mechanical paradigm suffers from severe cognitive pathologies in long-horizon reasoning tasks: lack of temporal recen...

Real-Time Aerodynamic Flow Reconstruction from Ultra-Sparse Sensors via Deep Permutation Networks (DPN) and Idempotent Physical Projections

Real-time estimation of full unsteady aerodynamic flow fields $\mathbf{u}(\mathbf{x}, t) = (u, v)$ from ultra-sparse discrete sensor observations (e.g., $M \le 10$ point velocity probes across thousands of grid cells) is a foundational challenge in active flow control, wind tunnel telemetry, and unmanned aerial vehicle...

Deep Learning

This chapter provides a comprehensive overview of the transformative role of deep learning (DL) in plant biology and agriculture. It begins by establishing the foundational concepts of DL and examining the confluence of factors, including big data availability and advancements in computational power, that have propelle...

toyomacro: X-ray photoelectron spectroscopy analysis toolkit

X-ray photoelectron spectroscopy analysis toolkit: high-throughput Voigt fitting and the analysis foundation around it. v0.2.0 adds two experimental diagnostics — how well a spectrum determines the Voigt widths, and energy-axis calibration on a Fermi edge — three runnable examples, and a set of corrections. No existing...

NUMEN Autonomy Integrity Suite: Hybrid Lean 4 Formal Verification of Behavioral Safety Mathematics with Data-Provable Guarantees

What This IsThe NUMEN Autonomy Integrity Suite is a complete formal verification framework that establishesa mathematically certified chain of trust for measuring behavioral safety in autonomous AI sys‐tems. It consists of five integrated layers:autonomy_eval.py (933 lines) — A behavioral health measurement tool that e...