Pith Number

pith:L4IIFK3K

pith:2024:L4IIFK3KO5ROBF6HELEROYVJHC

not attested not anchored not stored refs pending

Maximizing the Impact of Deep Learning on Subseasonal-to-Seasonal Climate Forecasting: The Essential Role of Optimization

Bo Wu, Liang Sun, Rong Jin, Tian Zhou, Wanyi Jiang, Yizhen Guo

arxiv:2411.16728 v1 · 2024-11-23 · cs.LG · cs.AI · physics.ao-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{L4IIFK3KO5ROBF6HELEROYVJHC}

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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

1 paper in Pith

Prediction of Drought and Flash Drought in Africa at the Seasonal-to-Subseasonal Scale using the Community Research Earth Digital Intelligence Twin Framework

Receipt and verification

First computed	2026-07-05T09:40:22.482991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f1082ab6a7762e097c722c91762a938b12882063b7d416a1b70f8356f1180e6

Aliases

arxiv: 2411.16728 · arxiv_version: 2411.16728v1 · doi: 10.48550/arxiv.2411.16728 · pith_short_12: L4IIFK3KO5RO · pith_short_16: L4IIFK3KO5ROBF6H · pith_short_8: L4IIFK3K

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/L4IIFK3KO5ROBF6HELEROYVJHC \
  | 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: 5f1082ab6a7762e097c722c91762a938b12882063b7d416a1b70f8356f1180e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9ed89ef987ccb932c639696da09de1bfa68d6d0bc3eec5bb15c451ee34e84da",
    "cross_cats_sorted": [
      "cs.AI",
      "physics.ao-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-23T08:01:54Z",
    "title_canon_sha256": "c0d68842d1b6665ad8d3373404e814f051c22dd10491730984c4eadf6d94dbe1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16728",
    "kind": "arxiv",
    "version": 1
  }
}