pith:2T7PWY4J
Consistent Projection of Langevin Dynamics: Preserving Thermodynamics and Kinetics in Coarse-Grained Models
Projection of underdamped Langevin dynamics produces closed coarse-grained equations that preserve both equilibrium distributions and transition rates.
arxiv:2512.03706 v3 · 2025-12-03 · physics.comp-ph · cs.LG · math.DS
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Claims
Following the Zwanzig projection approach, we derive a closed-form expression for the coarse grained dynamics... we demonstrate that the proposed method allows to accurately capture the thermodynamic and kinetic properties of the full-space model.
That the Zwanzig projection operator applied to underdamped Langevin dynamics produces a closed, Markovian coarse-grained process whose generator can be learned from finite data without significant memory effects or projection artifacts in the chosen 2D test system.
Projection of underdamped Langevin dynamics yields closed-form coarse-grained equations whose thermodynamics and kinetics are preserved and can be learned via gEDMD plus thermodynamic interpolation.
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Receipt and verification
| First computed | 2026-05-28T01:05:11.083762Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2T7PWY4J6YE3SX24WSXLU2HZVB \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: d4fefb6389f609b95f5cb4aeba68f9a86a7a323e1ef7a4ac08eb9d4651377cc4
Canonical record JSON
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