Pith Number

pith:6QOQIVFH

pith:2025:6QOQIVFHB7E3BOLVTQ2EKMT3OT

not attested not anchored not stored refs pending

Active Learning Enables Extrapolation in Molecular Generative Models

Anna M. Hiszpanski, Bhavya Kailkhura, Evan R. Antoniuk, Nathan Keilbart, Peggy Li, Stephen Weitzner

arxiv:2501.02059 v1 · 2025-01-03 · cs.LG · cond-mat.mtrl-sci · 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{6QOQIVFHB7E3BOLVTQ2EKMT3OT}

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.

Cited by

1 paper in Pith

Interpretable Meta-Learning for Multi-Objective Chemical Search

Receipt and verification

First computed	2026-07-05T09:57:01.025636Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f41d0454a70fc9b0b9759c3445327b74c46e83bb1cc713b12deea1e18231638d

Aliases

arxiv: 2501.02059 · arxiv_version: 2501.02059v1 · doi: 10.48550/arxiv.2501.02059 · pith_short_12: 6QOQIVFHB7E3 · pith_short_16: 6QOQIVFHB7E3BOLV · pith_short_8: 6QOQIVFH

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/6QOQIVFHB7E3BOLVTQ2EKMT3OT \
  | 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: f41d0454a70fc9b0b9759c3445327b74c46e83bb1cc713b12deea1e18231638d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00570ee577b5663a16365ff3e4b2a4f1ac33c0ebc3c20d43a989db841faaa5a8",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "physics.chem-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-03T19:07:06Z",
    "title_canon_sha256": "b9efa6ec323305bad4706c801cd205bb97196adabb895de3ef5693328cb34550"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02059",
    "kind": "arxiv",
    "version": 1
  }
}