Pith Number

pith:XT2O55YR

pith:2018:XT2O55YR5RVGVAIODCAT5TZRCK

not attested not anchored not stored refs pending

Physics Guided Recurrent Neural Networks For Modeling Dynamical Systems: Application to Monitoring Water Temperature And Quality In Lakes

Anuj Karpatne, Hilary A Dugan, Jared Willard, Jordan Read, Michael Steinbach, Paul C Hanson, Vipin Kumar, Xiaowei Jia

arxiv:1810.02880 v1 · 2018-10-05 · 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{XT2O55YR5RVGVAIODCAT5TZRCK}

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	2026-05-18T00:04:00.029667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bcf4eef711ec6a6a810e18813ecf3112b6ebd80348173db6f643f03fdb814a4e

Aliases

arxiv: 1810.02880 · arxiv_version: 1810.02880v1 · doi: 10.48550/arxiv.1810.02880 · pith_short_12: XT2O55YR5RVG · pith_short_16: XT2O55YR5RVGVAIO · pith_short_8: XT2O55YR

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/XT2O55YR5RVGVAIODCAT5TZRCK \
  | 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: bcf4eef711ec6a6a810e18813ecf3112b6ebd80348173db6f643f03fdb814a4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b08d0194e3b58a201305fdcb305dd73bea6c895e831f74dc353907995bf91a4e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-05T20:40:02Z",
    "title_canon_sha256": "18ac220be194d4751990c286ed8bac08aaee276ddc6908286c468bb906ec89f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.02880",
    "kind": "arxiv",
    "version": 1
  }
}