Pith Number

pith:M36V5FJI

pith:2024:M36V5FJIUXKKYFS22BSQHNO2L5

not attested not anchored not stored refs pending

TransFlower: An Explainable Transformer-Based Model with Flow-to-Flow Attention for Commuting Flow Prediction

Fu-Lai Chung, Gengchen Mai, Kent Larson, Yan Luo, Yuzhong Chen, Zhuoyue Wan

arxiv:2402.15398 v1 · 2024-02-23 · cs.LG · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M36V5FJIUXKKYFS22BSQHNO2L5}

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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.

Cited by

1 paper in Pith

GeoFlow: Geo-Aware Modeling of Inter-Area Relationships in Origin-Destination Flow Prediction and Generation

Receipt and verification

First computed	2026-07-05T07:48:40.012281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66fd5e9528a5d4ac165ad06503b5da5f5ebc734ceac115dbe0c411fdfedbcf79

Aliases

arxiv: 2402.15398 · arxiv_version: 2402.15398v1 · doi: 10.48550/arxiv.2402.15398 · pith_short_12: M36V5FJIUXKK · pith_short_16: M36V5FJIUXKKYFS2 · pith_short_8: M36V5FJI

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/M36V5FJIUXKKYFS22BSQHNO2L5 \
  | 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: 66fd5e9528a5d4ac165ad06503b5da5f5ebc734ceac115dbe0c411fdfedbcf79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a7e97c2042a473e5fe25404405f19e7db63f0b01f06a8dc286166b55c968007",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-23T16:00:04Z",
    "title_canon_sha256": "c67695db419b1d451f0f68e4396ff4a7356c75182314d6b68a1394a3d1352b58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15398",
    "kind": "arxiv",
    "version": 1
  }
}