Nonequilibrium Dynamics of Simple Exclusion Processes Across Dimensions

arXiv:2608.25606 · cond-mat.stat-mech, cond-mat.dis-nn, stat.ML · Submitted 2026-08-26 · Read on arXiv

cond-mat.stat-mech, cond-mat.dis-nn, stat.ML

Submitted: 2026-08-26

Updated: 2026-09-29

Terminology

• Benchmark — 16× in this paper · explained in 2 episodes
• Phase Transitions — 11× in this paper · explained in 2 episodes
• Variational Monte Carlo (VMC) — 5× in this paper · explained in 2 episodes
• Accuracy — 4× in this paper · explained in 1 episode
• Adam — 4× in this paper · explained in 2 episodes
• Core — 4× in this paper · explained in 2 episodes
• Stochastic Dynamics — 3× in this paper · explained in 2 episodes
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Unified Framework — 2× in this paper · explained in 5 episodes
• Activation Function — 1× in this paper · explained in 1 episode
• Entanglement — 1× in this paper · explained in 3 episodes
• Entanglement Entropy — 1× in this paper · explained in 2 episodes
• Fisher Information — 1× in this paper · explained in 3 episodes
• Flow Matching — 1× in this paper · explained in 8 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Loss Function — 1× in this paper · explained in 2 episodes
• Quantum Physics — 1× in this paper · explained in 10 episodes
• Scaling Laws — 1× in this paper · explained in 4 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• Scalable Physics-Inspired Transformers for Spin Glasses
• Tracking large chemical reaction networks and rare events by neural networks
• Machine learning topological defect formation
• Dynamical Partition Functions of Stochastic Dynamics via Variational Flows
• Adam: A Method for Stochastic Optimization

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