Pith Number

pith:PXS5ZKKO

pith:2024:PXS5ZKKOQXHO4GQSQRMV457RE3

not attested not anchored not stored refs pending

F-FOMAML: GNN-Enhanced Meta-Learning for Peak Period Demand Forecasting with Proxy Data

Hanghang Tong, Huan Zhang, Jiawei Han, Linjun Zhang, Rasoul Etesami, Sitan Yang, Zexing Xu

arxiv:2406.16221 v1 · 2024-06-23 · cs.LG · cs.AI · cs.GR · econ.EM · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PXS5ZKKOQXHO4GQSQRMV457RE3}

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	2026-07-05T08:35:55.068727Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7de5dca94e85ceee1a1284595e77f126ef5719b8859166189313b1643920df6d

Aliases

arxiv: 2406.16221 · arxiv_version: 2406.16221v1 · doi: 10.48550/arxiv.2406.16221 · pith_short_12: PXS5ZKKOQXHO · pith_short_16: PXS5ZKKOQXHO4GQS · pith_short_8: PXS5ZKKO

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/PXS5ZKKOQXHO4GQSQRMV457RE3 \
  | 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: 7de5dca94e85ceee1a1284595e77f126ef5719b8859166189313b1643920df6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d5c481d706facde4f18693ccf827a0939c52710d65bb21197eeebdeff7084c5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GR",
      "econ.EM",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-23T21:28:50Z",
    "title_canon_sha256": "d3a52b6a121b83eadb54d8bad609d804a431602bf76a2cb08d362c38e9494282"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.16221",
    "kind": "arxiv",
    "version": 1
  }
}