Pith Number

pith:TYCPZAM7

pith:2019:TYCPZAM7TBS466SYKTTQUXT4QE

not attested not anchored not stored refs pending

Machine Learning for Precipitation Nowcasting from Radar Images

Carla Bromberg, Cenk Gazen, Jason Hickey, John Burge, Luke Barrington, Shreya Agrawal

arxiv:1912.12132 v1 · 2019-12-11 · cs.CV · cs.LG · 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{TYCPZAM7TBS466SYKTTQUXT4QE}

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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

4 papers in Pith

Probabilistic Precipitation Nowcasting with Rectified Flow Transformers

Forecasting threshold exceedance of atmospheric variables at a specific location

Pointwise is Pointless? A Multimodal Ablation Study for Precipitation Nowcasting with Graph Neural Networks

M3R: Localized Rainfall Nowcasting with Meteorology-Informed MultiModal Attention

Receipt and verification

First computed	2026-07-05T00:28:40.483077Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e04fc819f9865cf7a5854e70a5e7c81152c614f01602bae6788929ef6d4fc47

Aliases

arxiv: 1912.12132 · arxiv_version: 1912.12132v1 · doi: 10.48550/arxiv.1912.12132 · pith_short_12: TYCPZAM7TBS4 · pith_short_16: TYCPZAM7TBS466SY · pith_short_8: TYCPZAM7

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/TYCPZAM7TBS466SYKTTQUXT4QE \
  | 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: 9e04fc819f9865cf7a5854e70a5e7c81152c614f01602bae6788929ef6d4fc47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6999a86d1d354dd36c366d3696f738080eb46b83eea6e156002999a25ffb5b7b",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-12-11T22:46:54Z",
    "title_canon_sha256": "fbabb598e273f23127ca439c415b0c538d7348138b0e095f58e90b3e2bb06d10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.12132",
    "kind": "arxiv",
    "version": 1
  }
}