Pith. sign in
Pith Number

pith:REZ5OYHX

pith:2025:REZ5OYHX5NOWHCIUW5QB7L27RC
not attested not anchored not stored refs pending

Active and transfer learning with partially Bayesian neural networks for materials and chemicals

Maxim Ziatdinov, Sarah I. Allec

arxiv:2501.00952 v2 · 2025-01-01 · cond-mat.dis-nn · cond-mat.mtrl-sci · physics.data-an

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{REZ5OYHX5NOWHCIUW5QB7L27RC}

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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 2026-07-05T11:12:23.881471Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8933d760f7eb5d638914b7601faf5f889511613eb62a7555810bbd4038564fc2

Aliases

arxiv: 2501.00952 · arxiv_version: 2501.00952v2 · doi: 10.48550/arxiv.2501.00952 · pith_short_12: REZ5OYHX5NOW · pith_short_16: REZ5OYHX5NOWHCIU · pith_short_8: REZ5OYHX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/REZ5OYHX5NOWHCIUW5QB7L27RC \
  | 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: 8933d760f7eb5d638914b7601faf5f889511613eb62a7555810bbd4038564fc2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7d01dab3331e0e44e835e52c3e118072d161ac0eb8710b18681b5ae7081400ec",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "physics.data-an"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.dis-nn",
    "submitted_at": "2025-01-01T20:48:26Z",
    "title_canon_sha256": "5f36000869b9ddc663fb0933c215613910a603fe75a4b395cd053d4369c9334c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00952",
    "kind": "arxiv",
    "version": 2
  }
}