Pith. sign in
Pith Number

pith:3AQD2234

pith:2023:3AQD2234YA2SOOBHZQJJB7IKXL
not attested not anchored not stored refs pending

Transformer-based Atmospheric Density Forecasting

Julia Briden, Peng Mun Siew, Richard Linares, Victor Rodriguez-Fernandez

arxiv:2310.16912 v1 · 2023-10-25 · physics.ao-ph · cs.LG · physics.space-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3AQD2234YA2SOOBHZQJJB7IKXL}

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 2026-07-05T07:05:15.983097Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d8203d6b7cc035273827cc1290fd0abace3ee64057e7203f64b82b73c1a11fe4

Aliases

arxiv: 2310.16912 · arxiv_version: 2310.16912v1 · doi: 10.48550/arxiv.2310.16912 · pith_short_12: 3AQD2234YA2S · pith_short_16: 3AQD2234YA2SOOBH · pith_short_8: 3AQD2234
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3AQD2234YA2SOOBHZQJJB7IKXL \
  | 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: d8203d6b7cc035273827cc1290fd0abace3ee64057e7203f64b82b73c1a11fe4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8b64310f31ed2c9afe5cc6ed8eed73795dc70c225d00d17c9a65e7f7dd0f9387",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.space-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2023-10-25T18:23:41Z",
    "title_canon_sha256": "6fea6e7e4e3598c0ab7c01d6023e182f0a3ce9d17104f83142c8f535977cf1bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.16912",
    "kind": "arxiv",
    "version": 1
  }
}