Pith Number

pith:6VNPZ2NQ

pith:2025:6VNPZ2NQJQHB676O4FSOPMU636

not attested not anchored not stored refs pending

Knowledge Guided Encoder-Decoder Framework: Integrating Multiple Physical Models for Agricultural Ecosystem Modeling

Licheng Liu, Mu Hong, Qi Cheng, Shiyuan Luo, Xiaowei Jia, Yao Zhang, Yiqun Xie, Zhenong Jin

arxiv:2505.06266 v2 · 2025-05-05 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6VNPZ2NQJQHB676O4FSOPMU636}

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	2026-07-05T11:02:24.728092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f55afce9b04c0e1f7fcee164e7b29edfacbcb327ccf237b83f86d0a54aa5f879

Aliases

arxiv: 2505.06266 · arxiv_version: 2505.06266v2 · doi: 10.48550/arxiv.2505.06266 · pith_short_12: 6VNPZ2NQJQHB · pith_short_16: 6VNPZ2NQJQHB676O · pith_short_8: 6VNPZ2NQ

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/6VNPZ2NQJQHB676O4FSOPMU636 \
  | 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: f55afce9b04c0e1f7fcee164e7b29edfacbcb327ccf237b83f86d0a54aa5f879

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "754805f70ccd74e98238421aa566bad1bb173659cfca863cb73fadf4dc390611",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-05T21:16:10Z",
    "title_canon_sha256": "6f8bfd216eddb637e3325526abd803a7b8f73aea0804d950478ddd07e6e7272c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06266",
    "kind": "arxiv",
    "version": 2
  }
}