Pith Number

pith:5UNH7V6Y

pith:2024:5UNH7V6YH4FLFO2EAXSXJ4NKNV

not attested not anchored not stored refs pending

STEMO: Early Spatio-temporal Forecasting with Multi-Objective Reinforcement Learning

Flora D Salim, Lei Wang, Wei Shao, Xiao Xiao, Yufan Kang, Yuhui Yang, Ziyan Peng

arxiv:2406.04035 v3 · 2024-06-06 · 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{5UNH7V6YH4FLFO2EAXSXJ4NKNV}

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	2026-07-05T08:33:40.473207Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed1a7fd7d83f0ab2bb4405e574f1aa6d6fd20a06ef7bca93779a1eec6109ce11

Aliases

arxiv: 2406.04035 · arxiv_version: 2406.04035v3 · doi: 10.48550/arxiv.2406.04035 · pith_short_12: 5UNH7V6YH4FL · pith_short_16: 5UNH7V6YH4FLFO2E · pith_short_8: 5UNH7V6Y

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/5UNH7V6YH4FLFO2EAXSXJ4NKNV \
  | 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: ed1a7fd7d83f0ab2bb4405e574f1aa6d6fd20a06ef7bca93779a1eec6109ce11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3fbefc8954d5e8001c3d289868ff1f3811067886f8c5a04d6191821b6e9e9f3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-06T13:03:51Z",
    "title_canon_sha256": "efac77a8ba49ed1e99233ea2f5d80a66c81344118828d14b7e065826ae1f8bd5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.04035",
    "kind": "arxiv",
    "version": 3
  }
}