Pith Number

pith:AYZZGAQZ

pith:2023:AYZZGAQZOOWMS6MUEOMLSLOUY2

not attested not anchored not stored refs pending

Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment

Haomin Wen, Kun Wang, Roger Zimmermann, Xu Liu, Yutong Xia, Yuxuan Liang, Zhengyang Zhou

arxiv:2309.13378 v1 · 2023-09-23 · 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{AYZZGAQZOOWMS6MUEOMLSLOUY2}

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	2026-07-05T06:53:51.981223Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

063393021973acc979942398b92dd4c6830bb0b538174d62ad104f15bbeab759

Aliases

arxiv: 2309.13378 · arxiv_version: 2309.13378v1 · doi: 10.48550/arxiv.2309.13378 · pith_short_12: AYZZGAQZOOWM · pith_short_16: AYZZGAQZOOWMS6MU · pith_short_8: AYZZGAQZ

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/AYZZGAQZOOWMS6MUEOMLSLOUY2 \
  | 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: 063393021973acc979942398b92dd4c6830bb0b538174d62ad104f15bbeab759

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e60db82eab35b84f3560fbbc19e030c89cd242d1d2f4593a3df528789ec4e7e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-23T13:51:09Z",
    "title_canon_sha256": "b5dc1b49c410adcdf9d08e4cbba1648bf3e2330f3bc4295e245d55e5233e1fc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.13378",
    "kind": "arxiv",
    "version": 1
  }
}