Pith Number

pith:AAQZPR6A

pith:2025:AAQZPR6ASFZTJP7GWZYD4M6DC6

not attested not anchored not stored refs pending

Long-Term Mapping of the Douro River Plume with Multi-Agent Reinforcement Learning

George J. Pappas, Jo\~ao Borges de Sousa, Milad Mesbahi, Nicol\`o Dal Fabbro, Renato Mendes

arxiv:2510.03534 v5 · 2025-10-03 · cs.MA · cs.LG · cs.SY · eess.SY · 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{AAQZPR6ASFZTJP7GWZYD4M6DC6}

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	2026-05-28T02:04:43.304895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

002197c7c0917334bfe6b6703e33c317b1501ac0aa26a65683b13ca91dc1ad68

Aliases

arxiv: 2510.03534 · arxiv_version: 2510.03534v5 · doi: 10.48550/arxiv.2510.03534 · pith_short_12: AAQZPR6ASFZT · pith_short_16: AAQZPR6ASFZTJP7G · pith_short_8: AAQZPR6A

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/AAQZPR6ASFZTJP7GWZYD4M6DC6 \
  | 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: 002197c7c0917334bfe6b6703e33c317b1501ac0aa26a65683b13ca91dc1ad68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f33a0cfe0fd710f39d498ba613c246915a357785ece510fb00f51193731f0fd",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-10-03T22:08:08Z",
    "title_canon_sha256": "0b35c29575a17b84c321f1154c8a8ce2bde1036831264fe1e4d44817f12ab884"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.03534",
    "kind": "arxiv",
    "version": 5
  }
}