pith. sign in
Pith Number

pith:QSBCQBMM

pith:2025:QSBCQBMM7W3BAZCQX3XGIPJDSY
not attested not anchored not stored refs pending

Assessing the Limits of Graph Neural Networks for Vapor-Liquid Equilibrium Prediction: A Cryogenic Mixture Case Study

Aryan Gupta

arxiv:2509.10565 v1 · 2025-09-10 · physics.chem-ph · cs.LG · physics.comp-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QSBCQBMM7W3BAZCQX3XGIPJDSY}

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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 2026-07-05T12:11:23.539505Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

848228058cfdb6106450beee643d239626bd6a59292ee159509e7035d3ab951d

Aliases

arxiv: 2509.10565 · arxiv_version: 2509.10565v1 · doi: 10.48550/arxiv.2509.10565 · pith_short_12: QSBCQBMM7W3B · pith_short_16: QSBCQBMM7W3BAZCQ · pith_short_8: QSBCQBMM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QSBCQBMM7W3BAZCQX3XGIPJDSY \
  | 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: 848228058cfdb6106450beee643d239626bd6a59292ee159509e7035d3ab951d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "770e3a2a54b27d751a0b103c2d157d2f1020104045dc98e592dfec6df0e78d07",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.chem-ph",
    "submitted_at": "2025-09-10T16:10:58Z",
    "title_canon_sha256": "d4cc77d06ddaa7f69f13c4306d767e60e874183e836d6cafd2047a4278ab384e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.10565",
    "kind": "arxiv",
    "version": 1
  }
}