Pith Number

pith:52BY3GRR

pith:2025:52BY3GRRYPZEGQSIO5PLZMN2UC

not attested not anchored not stored refs pending

Deep Learning with Pretrained 'Internal World' Layers: A Gemma 3-Based Modular Architecture for Wildfire Prediction

Ayoub Jadouli, Chaker El Amrani

arxiv:2504.18562 v1 · 2025-04-20 · 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{52BY3GRRYPZEGQSIO5PLZMN2UC}

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	2026-07-05T10:54:17.186713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee838d9a31c3f2434248775ebcb1baa0b738d0859c184ac5db9cf8c4d4b5293c

Aliases

arxiv: 2504.18562 · arxiv_version: 2504.18562v1 · doi: 10.48550/arxiv.2504.18562 · pith_short_12: 52BY3GRRYPZE · pith_short_16: 52BY3GRRYPZEGQSI · pith_short_8: 52BY3GRR

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/52BY3GRRYPZEGQSIO5PLZMN2UC \
  | 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: ee838d9a31c3f2434248775ebcb1baa0b738d0859c184ac5db9cf8c4d4b5293c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ffdb1198aac91a874b280fadd81563b03d670d2a76f85ddabf9cfe80d425348",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-20T18:02:22Z",
    "title_canon_sha256": "b0fe0bd6b8c4fc3806cdf0acae17e3b38b1ce594f73494039c6a065a62e8ff22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.18562",
    "kind": "arxiv",
    "version": 1
  }
}