Connectivity Estimation using Stochastic Graph Heat Modelling

arXiv:2606.29098 · stat.ML, cs.LG, cs.SI, eess.SP, q-bio.NC · Submitted 2026-06-27 · Read on arXiv

Stephan Goerttler, Min Wu, Fei He

stat.ML, cs.LG, cs.SI, eess.SP, q-bio.NC

Submitted: 2026-06-27

Comments: 14 pages, 11 figures. Includes supplemental material

Code: https://github.com/sgoerttler/Heat_Connectivity

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 14× in this paper · explained in 1 episode
• Coherence — 5× in this paper · explained in 2 episodes
• Robustness — 5× in this paper · explained in 6 episodes
• Interpretability — 3× in this paper · explained in 15 episodes
• Core — 2× in this paper · explained in 2 episodes
• Fidelity — 2× in this paper · explained in 2 episodes
• Structural Fidelity — 2× in this paper · explained in 2 episodes
• Clarity — 1× in this paper · explained in 3 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Feedback Loop — 1× in this paper · explained in 2 episodes
• GNNs — 1× in this paper · explained in 2 episodes
• Graph Neural Network (GNN) — 1× in this paper · explained in 5 episodes
• Mutual Information — 1× in this paper · explained in 2 episodes
• Mutual Information (MI) — 1× in this paper · explained in 2 episodes
• Principal Component Analysis (PCA) — 1× in this paper · explained in 8 episodes
• Stochastic Dynamics — 1× in this paper · explained in 3 episodes

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