Pith Number

pith:BDAKIGWS

pith:2024:BDAKIGWS4PYXJ7AMJT4R7NQSEZ

not attested not anchored not stored refs pending

Stratify: Unifying Multi-Step Forecasting Strategies

Grant Stevens, Riku Green, Telmo M. Silva Filho, Zahraa Abdallah

arxiv:2412.20510 v1 · 2024-12-29 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BDAKIGWS4PYXJ7AMJT4R7NQSEZ}

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	2026-07-05T09:55:18.131235Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08c0a41ad2e3f174fc0c4cf91fb612264a988b3f2098b853a97d39632d71bce8

Aliases

arxiv: 2412.20510 · arxiv_version: 2412.20510v1 · doi: 10.48550/arxiv.2412.20510 · pith_short_12: BDAKIGWS4PYX · pith_short_16: BDAKIGWS4PYXJ7AM · pith_short_8: BDAKIGWS

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/BDAKIGWS4PYXJ7AMJT4R7NQSEZ \
  | 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: 08c0a41ad2e3f174fc0c4cf91fb612264a988b3f2098b853a97d39632d71bce8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80445138ed56a3230fa8b4bcc5bb1c028c9886be4c976f4cb1ca48fd26d57bd6",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-29T16:06:46Z",
    "title_canon_sha256": "802b6e2d0c5571514f206b200d3e1df2a6b827c29900ff74ba57aacda96d8482"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20510",
    "kind": "arxiv",
    "version": 1
  }
}