Pith Number

pith:QB7IYXSU

pith:2021:QB7IYXSU47BWPU6MY7RJMSW4HN

not attested not anchored not stored refs pending

Self-Attentive Ensemble Transformer: Representing Ensemble Interactions in Neural Networks for Earth System Models

Tobias Sebastian Finn

arxiv:2106.13924 v2 · 2021-06-21 · cs.LG · 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{QB7IYXSU47BWPU6MY7RJMSW4HN}

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

Enhancing AI and Dynamical Subseasonal Forecasts with Probabilistic Bias Correction

Receipt and verification

First computed	2026-07-05T02:56:40.330244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

807e8c5e54e7c367d3ccc7e2964adc3b6eb4d27b2a93cc3f1c495fc0f0d7edf0

Aliases

arxiv: 2106.13924 · arxiv_version: 2106.13924v2 · doi: 10.48550/arxiv.2106.13924 · pith_short_12: QB7IYXSU47BW · pith_short_16: QB7IYXSU47BWPU6M · pith_short_8: QB7IYXSU

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/QB7IYXSU47BWPU6MY7RJMSW4HN \
  | 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: 807e8c5e54e7c367d3ccc7e2964adc3b6eb4d27b2a93cc3f1c495fc0f0d7edf0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3613ce7772e48d7902c20ae04331b7b0dea8fa18cd52a0ea3115aab9a20709d5",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-21T18:17:34Z",
    "title_canon_sha256": "8543242c3762e780ceda0f998262306475fcd0780dd599d8c30dbd2603cd0e3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.13924",
    "kind": "arxiv",
    "version": 2
  }
}