Pith Number

pith:TRGOZMFC

pith:2025:TRGOZMFCZC6AIK674PZ5DF7XRO

not attested not anchored not stored refs pending

Latent Thermodynamic Flows: Unified Representation Learning and Generative Modeling of Temperature-Dependent Behaviors from Limited Data

Lukas Herron, Pratyush Tiwary, Richard John, Yunrui Qiu

arxiv:2507.03174 v1 · 2025-07-03 · cs.LG · cond-mat.stat-mech · physics.bio-ph · physics.chem-ph

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TRGOZMFCZC6AIK674PZ5DF7XRO}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T11:31:54.024436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c4cecb0a2c8bc042bdfe3f3d197f78b94df96ef70a02592d1f1b38e479a3e8f

Aliases

arxiv: 2507.03174 · arxiv_version: 2507.03174v1 · doi: 10.48550/arxiv.2507.03174 · pith_short_12: TRGOZMFCZC6A · pith_short_16: TRGOZMFCZC6AIK67 · pith_short_8: TRGOZMFC

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/TRGOZMFCZC6AIK674PZ5DF7XRO \
  | 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: 9c4cecb0a2c8bc042bdfe3f3d197f78b94df96ef70a02592d1f1b38e479a3e8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83d0f9bcccee39ad5e4938eec2e4428f2788cb253e8ac56c7bade095b5e20848",
    "cross_cats_sorted": [
      "cond-mat.stat-mech",
      "physics.bio-ph",
      "physics.chem-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-03T21:02:36Z",
    "title_canon_sha256": "7a8a27dd655cf70528c26ea0fec1da28d06cdeb1d5686d1664e5981f43b7c7de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.03174",
    "kind": "arxiv",
    "version": 1
  }
}