Don Gunter·2d agoCan You Hear the Primes? The Controls SpeakA WodansEye Phase 2 bench test of spectral geometry, with two exact counterexamples and a question about the continuum.
Alexios Gouvielos·Oct 3*67* From Absorption to Non-Localization: A Structural ShiftWhen a recent publication describes the development of a fluid capable of absorbing solar energy and storing it over long periods,
Alexios Gouvielos·Oct 3*442*Nanoparticles Structured Framework of Observable Events and Interpretative LimitsNanoparticles are often presented as precise tools capable of acting within complex systems, particularly in biology and medicine.
Alexios Gouvielos·Aug 5*392* Spectral Dynamics, and Compensated Evolution in a Re‑Actualised Quantum FrameworkThe fourth structural component is the stability parameter field Sγγ. In the primitive framework, stability was treated as an absolute…
Alexios Gouvielos·Jul 22*376* From Dissipation to Presence: A Fractal Architecture of Energetic Self‑OrganisationWhen coherence is understood not merely as a descriptive property of ordered systems but as a generative principle capable of elevating any…
Alexios Gouvielos·Mar 6Dynamical Evolution of Extreme Collisions: State of Matter or Critical Field Transition?When ultra-high-energy collisions are produced in laboratory experiments, the internal evolution of the system cannot be observed directly…A response icon1A response icon1
@gopalm·Dec 23, 2025Structural–Spectral Computing: Why the Next Computing Paradigm Isn’t About Bigger Machines 🧠The biggest breakthroughs in computation come from changing how we represent problems — not from adding more compute.
Moazzam Umer·Sep 25, 2025The Evolution of Spectral Graph Neural NetworksWhen we think about deep learning, most of us picture models working on regular data structures—images arranged on a grid, audio as a…
Isamu Isozaki·Jul 28, 2025Understanding Spectral Graph Theory and then the current SOTA of GNNsI previously made a blog talking about what current research is doing on connecting Graph Machine Learning with LLMs however, I wanted to…A response icon1A response icon1
Ishan·Jun 4, 2025Spectral Graph Theory Meets Prediction: A Deep Dive into GNNs and Their VariantsIn the pursuit of modeling complex relational data — from molecular interactions and traffic dynamics to social networks — traditional…
