Pith Number

pith:YXG2425F

pith:2023:YXG2425F5DNPU5HMR7AQVE3F4T

not attested not anchored not stored refs pending

Why Deep Models Often cannot Beat Non-deep Counterparts on Molecular Property Prediction?

Jun Xia, Lecheng Zhang, Stan Z.Li, Xiao Zhu

arxiv:2306.17702 v1 · 2023-06-30 · cs.LG · cs.CE

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\usepackage{pith}
\pithnumber{YXG2425F5DNPU5HMR7AQVE3F4T}

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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.

Cited by

2 papers in Pith

Do Larger Models Really Win in Drug Discovery? A Benchmark Assessment of Model Scaling in AI-Driven Molecular Property and Activity Prediction

Receipt and verification

First computed	2026-07-05T06:26:30.827436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5cdae6ba5e8dafa74ec8fc10a9365e4d41a242ea622f4a2592d7b579e746964

Aliases

arxiv: 2306.17702 · arxiv_version: 2306.17702v1 · doi: 10.48550/arxiv.2306.17702 · pith_short_12: YXG2425F5DNP · pith_short_16: YXG2425F5DNPU5HM · pith_short_8: YXG2425F

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/YXG2425F5DNPU5HMR7AQVE3F4T \
  | 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: c5cdae6ba5e8dafa74ec8fc10a9365e4d41a242ea622f4a2592d7b579e746964

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "541684c5db95ee70a99c4753df310a1d2a001e51690dea93351a740b9771588e",
    "cross_cats_sorted": [
      "cs.CE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-30T14:29:06Z",
    "title_canon_sha256": "0108884fc1d6998fdee7dfa62fdeaf9224a2e5d687e92369356e0056271a30f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.17702",
    "kind": "arxiv",
    "version": 1
  }
}