Pith Number

pith:VT6HNYYF

pith:2025:VT6HNYYFKKRHGKBXOCPICR2FEE

not attested not anchored not stored refs pending

Instructing the Architecture Search for Spatial-temporal Sequence Forecasting with LLM

Haoyi Zhou, Jianxin Li, Shuai Zhang, Tianyu Chen, Xin Xue, Yizhou Long

arxiv:2503.17994 v1 · 2025-03-23 · cs.CL · 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{VT6HNYYFKKRHGKBXOCPICR2FEE}

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	2026-07-05T10:38:00.152331Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acfc76e30552a2732837709e814745213d060e92d549ca68956ab59773aca24e

Aliases

arxiv: 2503.17994 · arxiv_version: 2503.17994v1 · doi: 10.48550/arxiv.2503.17994 · pith_short_12: VT6HNYYFKKRH · pith_short_16: VT6HNYYFKKRHGKBX · pith_short_8: VT6HNYYF

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/VT6HNYYFKKRHGKBXOCPICR2FEE \
  | 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: acfc76e30552a2732837709e814745213d060e92d549ca68956ab59773aca24e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff40d9f7911bb2f785ad1a4b2cb1d398e27c0be3dcca7fe9b10195056f892cc1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-23T08:59:04Z",
    "title_canon_sha256": "bc4bb3dd353aebdf8fdf8d5d0efa5e25ae3f0d7d139fee1121d0037e8c39c683"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.17994",
    "kind": "arxiv",
    "version": 1
  }
}