Pith Number

pith:PMWLM5UG

pith:2021:PMWLM5UGFGN7HHYVRMJRSECCES

not attested not anchored not stored refs pending

High-resolution rainfall-runoff modeling using graph neural network

Ibrahim Demir, Zhongrun Xiang

arxiv:2110.10833 v1 · 2021-10-21 · cs.LG · cs.CV · eess.IV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PMWLM5UGFGN7HHYVRMJRSECCES}

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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

HydroGAT: Distributed Heterogeneous Graph Attention Transformer for Spatiotemporal Flood Prediction

Receipt and verification

First computed	2026-07-05T03:24:33.068026Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b2cb67686299bf39f158b1319104224936c8d25f56be1dab6650ec1e9257f72

Aliases

arxiv: 2110.10833 · arxiv_version: 2110.10833v1 · doi: 10.48550/arxiv.2110.10833 · pith_short_12: PMWLM5UGFGN7 · pith_short_16: PMWLM5UGFGN7HHYV · pith_short_8: PMWLM5UG

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/PMWLM5UGFGN7HHYVRMJRSECCES \
  | 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: 7b2cb67686299bf39f158b1319104224936c8d25f56be1dab6650ec1e9257f72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c29e60c90900067711a33e59030e78d2800298ba8c5cbdc7a8f7b3873bb93386",
    "cross_cats_sorted": [
      "cs.CV",
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-21T00:12:02Z",
    "title_canon_sha256": "753b6fb4d05aa6a5eab72e0a7068a5afd4d16ca459a6868dab289e67bb82f6aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.10833",
    "kind": "arxiv",
    "version": 1
  }
}